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a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0036.csv b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0036.csv index e6edcfcefa99e40a279a25266375e43c7deff0cf..8078f6e4126e0110aa9a01888832a0e852508267 100644 --- a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0036.csv +++ b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0036.csv @@ -1,78 +1,284 @@ -353.8,350.92,1279,-0.5473634,-0.211267,1.294593 -341.416,365.608,1443,-0.5420266,-0.2271537,1.320653 -71.56001,340.84,1468,-0.2557818,-0.2647792,1.368636 -407.08,401.896,1495,-0.5646422,0.03404351,1.263903 -394.6,422.2,1496,-0.5490871,0.03840959,1.294782 -121.96,320.68,1523,-0.3013418,-0.2621007,1.33508 -225.64,99.49601,1562,-0.5055805,-0.304963,1.197908 -385.48,106.12,1572,-0.529618,-0.3595991,1.306373 -77.03201,339.688,1573,-0.5056763,-0.3087786,1.200589 -331,211,1584,-0.3689829,-0.2679634,1.406149 -363.88,101.224,1602,-0.3133735,-0.333553,1.299259 -338.2,301,1186,-0.5479199,-0.2993891,1.282679 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a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0058.csv b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0058.csv index 6383f4cb0c5f95334e7fc747cfa3730f2be819a4..4f30095e5e823d04af810f93a540cb93cf8944a7 100644 --- a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0058.csv +++ b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0058.csv @@ -1,79 +1,139 @@ -587.08,353.8,2016,-0.1787194,-0.299489,1.377489 -197.992,102.6064,2118,0.0810925,-0.2371067,1.195761 -146.152,197.992,2133,0.1050534,-0.2376052,1.273669 -483.4,358.12,2138,-0.09815069,-0.2962275,1.38749 -296.488,75.30401,2287,0.007503628,-0.2712498,1.19409 -129.16,221.32,2445,0.1121412,-0.2245145,1.288977 -325,379.72,2476,-0.0180373,-0.3289381,1.407202 -505,235.72,2493,-0.1320746,-0.2471713,1.29396 -455.1185,361.8065,2519,0.05807737,-0.2559647,1.295375 -208.36,424.36,2533,-0.03246595,-0.3008024,1.363602 -273.16,349.48,2539,-0.1519143,-0.2974417,1.380981 -54.568,363.88,2593,0.1453552,-0.2876322,1.268656 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a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0059.csv b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0059.csv index 3319b5e646e818b027157a19edddcdbb23f608cf..22ac231b999c1a006a27484f39137a3895b6515e 100644 --- a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0059.csv +++ b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0059.csv @@ -1,66 +1,138 @@ -191.7712,218.728,2230,0.1339338,-0.2668477,1.325017 -137.8576,324.4817,2354,0.1125356,-0.3064701,1.399191 -277.48,351.784,2428,0.05246786,-0.2976438,1.393742 -317.224,101.224,2432,0.09494779,-0.2404116,1.204924 -332.776,362.152,2473,0.02549567,-0.3189725,1.39212 -426.088,391.528,2474,-0.01280235,-0.3178439,1.391054 -431.272,426.088,2476,-0.0180373,-0.3289381,1.407202 -476.2,123.688,2505,-0.0192053,-0.2078613,1.170626 -173.8,199.72,2535,0.1397129,-0.2879089,1.324016 -562.6,229.096,2624,0.003479065,-0.3210694,1.355645 -458.92,343.72,2673,0.2779333,-0.2711574,1.341009 -196.84,137.8,2682,0.1441215,-0.2327165,1.313462 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a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0087.csv b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0087.csv index 8546c6112a4631d02261df04fa555d7b8937d17e..562799c0c439293451957b6294991fbd98310d2b 100644 --- a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0087.csv +++ b/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0087.csv @@ -1,70 +1,178 @@ -361,294,3345,0.3219269,-0.3543525,1.579466 -327.4,176.2,3355,0.3484323,-0.4404744,1.532321 -58.6,127,3386,1.254582,0.128718,0.9028961 -44.2,117.4,3403,1.245646,0.06889209,0.9431736 -75.88,124.84,3410,1.216003,0.1359159,0.8770719 -380,335,3414,0.2864504,-0.3657818,1.608259 -45.64,132.04,3444,1.195766,0.06181357,0.990634 -425,273,3450,0.2591801,-0.3211781,1.515171 -424,318,3457,0.2563137,-0.3241127,1.565182 -327.4,109,3465,0.4177249,-0.2881656,1.255288 -350,148,3466,0.4020389,-0.2317235,1.269277 -334.6,95.8,3469,0.4355397,-0.2908844,1.247298 -328,109,3484,0.4170508,-0.2822306,1.244531 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diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0089.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0089.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0089.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0089.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0090.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0090.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0090.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0090.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0091.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0091.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0091.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0091.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0092.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0092.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0092.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0092.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0093.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0093.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0093.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0093.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0094.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0094.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0094.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0094.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0095.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0095.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0095.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0095.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0096.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0096.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0096.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0096.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0097.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0097.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0097.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0097.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0098.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0098.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0098.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0098.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0099.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0099.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0099.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0099.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0100.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0100.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0100.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0100.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0101.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0101.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0101.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0101.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0102.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0102.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0102.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0102.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0103.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0103.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0103.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0103.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0104.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0104.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0104.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0104.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0105.csv 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a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0115.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0115.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0115.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0115.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0116.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0116.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0116.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0116.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0117.csv b/src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0117.csv similarity index 100% rename from src/main/java/vslam/KeyFramePoints/KeyFramePoints_0117.csv rename to src/main/java/vslam/KeyFramePoints_Mono/KeyFramePoints_0117.csv diff --git a/src/main/java/vslam/KeyFramePoints/KeyFramePoints_0118.csv 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b/src/main/java/vslam/Mathworks_VSLAM_RGBD/bagOfFeaturesDataSLAM.mat new file mode 100644 index 0000000000000000000000000000000000000000..bba0c9c9f9fced2771381f71adc28636701665c9 Binary files /dev/null and b/src/main/java/vslam/Mathworks_VSLAM_RGBD/bagOfFeaturesDataSLAM.mat differ diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperAddLoopConnectionsStereo.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperAddLoopConnectionsStereo.m new file mode 100644 index 0000000000000000000000000000000000000000..5ddcc506b3caa8b678b41692fdd27289826c70d7 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperAddLoopConnectionsStereo.m @@ -0,0 +1,81 @@ +function [isLoopClosed, mapPoints, vSetKeyFrames] = helperAddLoopConnectionsStereo(... + mapPoints, vSetKeyFrames, loopCandidates, currKeyFrameId, currFeatures, ... + currPoints, loopEdgeNumMatches, varargin) +%helperAddLoopConnectionsStereo add connections between the current key frame and +% the valid loop candidate key frames. A loop candidate is valid if it has +% enough covisible map points with the current key frame. + +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + +if nargin > 7 + maxDistance = varargin{1}; +else + maxDistance = 4; +end + +loopClosureEdge = []; + +numCandidates = size(loopCandidates,2); +[index3d1, index2d1] = findWorldPointsInView(mapPoints, currKeyFrameId); +validFeatures1 = currFeatures.Features(index2d1, :); +validPoints1 = currPoints(index2d1, :); + +for k = 1 : numCandidates + [index3d2, index2d2] = findWorldPointsInView(mapPoints, loopCandidates(k)); + allFeatures2 = vSetKeyFrames.Views.Features{loopCandidates(k)}; + allPoints2 = vSetKeyFrames.Views.Points{loopCandidates(k)}; + validFeatures2 = allFeatures2(index2d2, :); + validPoints2 = allPoints2(index2d2, :); + + indexPairs = matchFeatures(binaryFeatures(validFeatures1), binaryFeatures(validFeatures2), ... + 'Unique', true, 'MaxRatio', 0.9, 'MatchThreshold', 40); + + % Orientation consistency check + orientation1 = validPoints1.Orientation(indexPairs(:,1)); + orientation2 = validPoints2.Orientation(indexPairs(:,2)); + [N, ~, bin] = histcounts(abs(orientation1 - orientation2), 0:pi/30:2*pi); + [~, ia] = maxk(N, 3); % Select the top 3 bins + isConsistent = ismember(bin, ia); + + indexPairs = indexPairs(isConsistent, :); + + % Check if all the candidate key frames have strong connection with the + % current keyframe + if size(indexPairs, 1) < loopEdgeNumMatches + continue + end + + % Estimate the relative pose of the current key frame with respect to the + % loop candidate keyframe with the highest similarity score + + worldPoints1 = mapPoints.WorldPoints(index3d1(indexPairs(:, 1)), :); + worldPoints2 = mapPoints.WorldPoints(index3d2(indexPairs(:, 2)), :); + + tform1 = pose2extr(vSetKeyFrames.Views.AbsolutePose(end)); + tform2 = pose2extr(vSetKeyFrames.Views.AbsolutePose(loopCandidates(k))); + + worldPoints1InCamera1 = transformPointsForward(tform1, worldPoints1); + worldPoints2InCamera2 = transformPointsForward(tform2, worldPoints2); + + w = warning('off','all'); + [tform, inlierIndex] = estgeotform3d(worldPoints1InCamera1, ... + worldPoints2InCamera2, 'rigid', 'MaxNumTrials', 1e4, 'MaxDistance', maxDistance); + warning(w); + + % Add connection between the current key frame and the loop key frame + matches = uint32([index2d2(indexPairs(inlierIndex, 2)), index2d1(indexPairs(inlierIndex, 1))]); + vSetKeyFrames = addConnection(vSetKeyFrames, loopCandidates(k), currKeyFrameId, tform, 'Matches', matches); + disp(['Loop edge added between keyframe: ', num2str(loopCandidates(k)), ' and ', num2str(currKeyFrameId)]); + + % Fuse co-visible map points + matchedIndex3d1 = index3d1(indexPairs(inlierIndex, 1)); + matchedIndex3d2 = index3d2(indexPairs(inlierIndex, 2)); + mapPoints = updateWorldPoints(mapPoints, matchedIndex3d1, mapPoints.WorldPoints(matchedIndex3d2, :)); + + loopClosureEdge = [loopClosureEdge; loopCandidates(k), currKeyFrameId]; +end +isLoopClosed = ~isempty(loopClosureEdge); +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperAddNewKeyFrame.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperAddNewKeyFrame.m new file mode 100644 index 0000000000000000000000000000000000000000..8171da4598e2f5e654d532de5f2eafe794b88a54 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperAddNewKeyFrame.m @@ -0,0 +1,54 @@ +function [mapPoints, vSetKeyFrames] = helperAddNewKeyFrame(mapPoints, vSetKeyFrames,... + cameraPose, currFeatures, currPoints, mapPointsIndices, featureIndices, keyFramesIndices) +%helperAddNewKeyFrame add key frames to the key frame set +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +viewId = vSetKeyFrames.Views.ViewId(end)+1; + +vSetKeyFrames = addView(vSetKeyFrames, viewId, cameraPose,... + 'Features', currFeatures.Features, ... + 'Points', currPoints); + +viewsAbsPoses = vSetKeyFrames.Views.AbsolutePose; + +for i = 1:numel(keyFramesIndices) + localKeyFrameId = keyFramesIndices(i); + if isSimMode() + [index3d, index2d] = findWorldPointsInView(mapPoints, localKeyFrameId); + else + [index3dCg, index2dCg] = findWorldPointsInView(mapPoints, localKeyFrameId); + index3d = index3dCg{1}; + index2d = index2dCg{1}; + end + [~, ia, ib] = intersect(index3d, mapPointsIndices, 'stable'); + + prePose = viewsAbsPoses(localKeyFrameId); + relPose = rigidtform3d(prePose.R' * cameraPose.R, ... + (cameraPose.Translation-prePose.Translation)*prePose.R); + + if numel(ia) > 5 + if isSimMode() + vSetKeyFrames = addConnection(vSetKeyFrames, localKeyFrameId, viewId, relPose, ... + 'Matches', [index2d(ia),featureIndices(ib)]); + else + coder.varsize('matches', [inf 2], [1, 0]); + fIndices = featureIndices(ib(:)); + matches = [index2d(ia), fIndices]; + vSetKeyFrames = addConnection(vSetKeyFrames, localKeyFrameId, viewId, relPose, ... + 'Matches', matches); + end + end +end + +mapPoints = addCorrespondences(mapPoints, viewId, mapPointsIndices, ... + featureIndices); +end + +function tf = isSimMode() + tf = isempty(coder.target); +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperCheckLoopClosure.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperCheckLoopClosure.m new file mode 100644 index 0000000000000000000000000000000000000000..7cff3e85c2f308126c160e6d73176923a5b38914 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperCheckLoopClosure.m @@ -0,0 +1,58 @@ +function [isDetected, loopKeyFrameIds] = helperCheckLoopClosure(vSetKeyFrames, ... + currKeyframeId, imageDatabase, currImg, loopEdgeNumMatches) +%helperCheckLoopClosure detect loop candidates key frames by retrieving +% visually similar images from the feature database. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +% Retrieve all the visually similar key frames +[candidateViewIds, similarityscores] = retrieveImages(currImg, imageDatabase); + +% Compute similarity between the current key frame and its strongly-connected +% key frames. The minimum similarity score is used as a baseline to find +% loop candidate key frames, which are visually similar to but not connected +% to the current key frame +covisViews = connectedViews(vSetKeyFrames, currKeyframeId); +covisViewsIds = covisViews.ViewId; +strongCovisViews = connectedViews(vSetKeyFrames, currKeyframeId, 'MinNumMatches', loopEdgeNumMatches); +strongCovisViewIds = strongCovisViews.ViewId; + +% Retrieve the top 10 similar connected key frames +[~,~,scores] = evaluateImageRetrieval(currImg, imageDatabase, strongCovisViewIds, 'NumResults', 10); +minScore = min(scores); + +[loopKeyFrameIds,ia] = setdiff(candidateViewIds, covisViewsIds, 'stable'); + +% Scores of non-connected key frames +candidateScores = similarityscores(ia); % Descending + +if ~isempty(ia) + bestScore = candidateScores(1); + + % Score must be higher than the 75% of the best score + isValid = candidateScores > max(bestScore*0.75, minScore); + + loopKeyFrameIds = loopKeyFrameIds(isValid); +else + loopKeyFrameIds = zeros(coder.ignoreConst(0), coder.ignoreConst(0), class(loopKeyFrameIds)); +end + +% Loop candidates need to be consecutively detected +minNumCandidates = 3; % At least 3 candidates are found +if size(loopKeyFrameIds,1) >= minNumCandidates + groups = nchoosek(loopKeyFrameIds, minNumCandidates); + consecutiveGroups = groups(max(groups,[],2) - min(groups,[],2) < 4, :); + if ~isempty(consecutiveGroups) % Consecutive candidates are found + loopKeyFrameIds = consecutiveGroups(1,:); + isDetected = true; + else + isDetected = false; + end +else + isDetected = false; +end +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperCreateNewMapPointsStereo.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperCreateNewMapPointsStereo.m new file mode 100644 index 0000000000000000000000000000000000000000..c66582c070cc9b01fcf8964b53f70b124810d02d --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperCreateNewMapPointsStereo.m @@ -0,0 +1,257 @@ +function [mapPoints, vSetKeyFrames, recentPointIdx, stereoMapPointsIndices] = helperCreateNewMapPointsStereo(... + mapPoints, vSetKeyFrames, currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax, ... + unmatchedFeatureIdx, stereoMapPointsIndices) +%helperCreateNewMapPointsStereo creates new map points by triangulating matched +% feature points in the current key frame and the connected key frames. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + +% Get connected key frames +KcViews = connectedViews(vSetKeyFrames, currKeyFrameId, minNumMatches); +KcIDs = KcViews.ViewId; + +% Retreive data of the current key frame +currPose = vSetKeyFrames.Views.AbsolutePose(currKeyFrameId); +currFeatures = vSetKeyFrames.Views.Features{currKeyFrameId}; +currPoints = vSetKeyFrames.Views.Points{currKeyFrameId}; +currLocations = currPoints.Location; +currScales = currPoints.Scale; + +% Camera projection matrix +currCamMatrix = cameraProjection(intrinsics, pose2extr(currPose)); + +recentPointIdx = []; + +for i = numel(KcIDs):-1:1 + + kfPose = vSetKeyFrames.Views.AbsolutePose(KcIDs(i)); + [~, kfIndex2d] = findWorldPointsInView(mapPoints, KcIDs(i)); + kfCamMatrix = cameraProjection(intrinsics, pose2extr(kfPose)); + + % Skip the key frame is the change of view is small + isViewClose = norm(kfPose.Translation - currPose.Translation) < 0.2; %baseline + if isViewClose + continue + end + + % Retrieve data of the connected key frame + kfFeatures = vSetKeyFrames.Views.Features{KcIDs(i)}; + kfPoints = vSetKeyFrames.Views.Points{KcIDs(i)}; + kfLocations = kfPoints.Location; + kfScales = kfPoints.Scale; + + % currIndex2d changes in each iteration as new map points are created + [~, currIndex2d] = findWorldPointsInView(mapPoints, currKeyFrameId); + + % Only use unmatched feature points + uIndices1 = setdiff(uint32(1:size(kfFeatures,1))', kfIndex2d); + uIndices2 = [setdiff(uint32(1:size(currFeatures,1))', currIndex2d); unmatchedFeatureIdx]; + + uFeatures1 = kfFeatures(uIndices1, :); + uFeatures2 = currFeatures(uIndices2, :); + + uLocations1 = kfLocations(uIndices1, :); + uLocations2 = currLocations(uIndices2, :); + + uScales1 = kfScales(uIndices1); + uScales2 = currScales(uIndices2); + + indexPairs = matchFeatures(binaryFeatures(uFeatures1), binaryFeatures(uFeatures2),... + 'Unique', true, 'MaxRatio', 0.7, 'MatchThreshold', 40); + + if isempty(indexPairs) + continue + end + + % Created from stereo + [~, ia, ib] = intersect(unmatchedFeatureIdx, uIndices2(indexPairs(:, 2))); + + isNewPointStereo = ~isempty(ia); + + if isNewPointStereo + sIndices1 = uIndices1(indexPairs(ib, 1)); + sIndices2 = unmatchedFeatureIdx(ia); + + % Update the indices + unmatchedFeatureIdx = setdiff(unmatchedFeatureIdx, sIndices2); + + % Filtering by view direction and reprojection error + xyzPoints = mapPoints.WorldPoints(stereoMapPointsIndices(ia), :); + + % Compute reprojection errors + [points1proj, isInFrontOfCam1] = projectPoints(xyzPoints, kfCamMatrix); + [points2proj, isInFrontOfCam2] = projectPoints(xyzPoints, currCamMatrix); + points1 = uLocations1(indexPairs(ib, 1), :)'; + points2 = uLocations2(indexPairs(ib, 2), :)'; + errors1 = hypot(points1(1,:)-points1proj(1,:), ... + points1(2,:) - points1proj(2,:)); + errors2 = hypot(points2(1,:)-points2proj(1,:), ... + points2(2,:) - points2proj(2,:)); + + reprojectionErrors = mean([errors1; errors2])'; + + isValid = checkEpipolarConstraint(intrinsics, currPose, kfPose, points1', points2', indexPairs(ib, :), uScales2); + + validIdx = isInFrontOfCam1 & isInFrontOfCam2 & isValid; + + inlier = filterTriangulatedMapPoints(xyzPoints, kfPose, currPose, ... + uScales1(indexPairs(ib, 1)), uScales2(indexPairs(ib, 2)), ... + reprojectionErrors, scaleFactor, validIdx); + + if any(inlier) + mapPoints = addCorrespondences(mapPoints, KcIDs(i), stereoMapPointsIndices(ia(inlier)), sIndices1(inlier)); + recentPointIdx = union(recentPointIdx, stereoMapPointsIndices(ia(inlier))); + recentPointIdx = recentPointIdx(:); + end + + % Created from triangulation + isNotPicked = true(size(indexPairs, 1), 1); + isNotPicked(ib(inlier)) = false; + indexPairs = indexPairs(isNotPicked, :); + end + + if isempty(indexPairs) + continue + end + + % Need to determine which way the new world points are created + matchedPoints1 = uLocations1(indexPairs(:,1), :); + matchedPoints2 = uLocations2(indexPairs(:,2), :); + + % Check epipolar constraint + isValid = checkEpipolarConstraint(intrinsics, currPose, kfPose, matchedPoints1, matchedPoints2, indexPairs, uScales2); + + indexPairs = indexPairs(isValid, :); + matchedPoints1 = matchedPoints1(isValid, :); + matchedPoints2 = matchedPoints2(isValid, :); + + % Parallax check + isLarge = isLargeParalalx(matchedPoints1, matchedPoints2, kfPose, ... + currPose, intrinsics, minParallax); + + matchedPoints1 = matchedPoints1(isLarge, :); + matchedPoints2 = matchedPoints2(isLarge, :); + indexPairs = indexPairs(isLarge, :); + + % Triangulate two views to create new world points + [xyzPoints, reprojectionErrors, validIdx] = triangulate(matchedPoints1, ... + matchedPoints2, kfCamMatrix, currCamMatrix); + + % Filtering by view direction and reprojection error + inlier = filterTriangulatedMapPoints(xyzPoints, kfPose, currPose, ... + uScales1(indexPairs(:,1)), uScales2(indexPairs(:,2)), ... + reprojectionErrors, scaleFactor, validIdx); + + % Add new map points and update connections + addedMatches = []; + if any(inlier) + xyzPoints = xyzPoints(inlier,:); + indexPairs = indexPairs(inlier, :); + + mIndices1 = uIndices1(indexPairs(:, 1)); + mIndices2 = uIndices2(indexPairs(:, 2)); + + [mapPoints, indices] = addWorldPoints(mapPoints, xyzPoints); + recentPointIdx = [recentPointIdx; indices]; %#ok + + % Add new observations + mapPoints = addCorrespondences(mapPoints, KcIDs(i),indices, mIndices1); + mapPoints = addCorrespondences(mapPoints, currKeyFrameId, indices, mIndices2); + + addedMatches = [mIndices1, mIndices2]; % Triangulation + end + + if isNewPointStereo + addedMatches = [sIndices1, sIndices2; addedMatches]; + end + + % Update connections with new feature matches + [~,ia] = intersect(vSetKeyFrames.Connections{:,1:2}, ... + [KcIDs(i), currKeyFrameId], 'row', 'stable'); + oldMatches = vSetKeyFrames.Connections.Matches{ia}; + newMatches = [oldMatches; addedMatches]; + vSetKeyFrames = updateConnection(vSetKeyFrames, KcIDs(i), currKeyFrameId, ... + 'Matches', newMatches); + +end + +stereoMapPointsIndices = setdiff(stereoMapPointsIndices, recentPointIdx); +end + +function F = computeF(intrinsics, pose1, pose2) +R1 = pose1.R; +t1 = pose1.Translation'; + +R2 = pose2.R; +t2 = pose2.Translation'; + +R12 = R1'*R2; +t12 = R1'*(t2-t1); + +% Skew symmetric matrix +t12x = [0, -t12(3), t12(2) + t12(3), 0, -t12(1) + -t12(2) t12(1), 0]; + +F = intrinsics.K'\ t12x * R12 / intrinsics.K; +end + +function inlier = filterTriangulatedMapPoints(xyzPoints, pose1, pose2, ... + scales1, scales2, reprojectionErrors, scaleFactor, isInFront) + +camToPoints1= xyzPoints - pose1.Translation; +camToPoints2= xyzPoints - pose2.Translation; + +% Check scale consistency and reprojection errors +distances1 = vecnorm(camToPoints1, 2, 2); +distances2 = vecnorm(camToPoints2, 2, 2); +ratioDist = distances1./distances2; +ratioScale = scales2./scales1; + +ratioFactor = 1.5 * scaleFactor; + +isInScale = (ratioDist./ratioScale < ratioFactor | ... + ratioScale./ratioDist < ratioFactor); + +maxError = sqrt(6); +isSmallError= reprojectionErrors < maxError*min(scales1, scales2); +inlier = isInScale & isSmallError & isInFront; +end + +function isLarge = isLargeParalalx(points1, points2, pose1, pose2, intrinsics, minParallax) + +% Parallax check +K = intrinsics.IntrinsicMatrix; +ray1 = [points1, ones(size(points1(:,1)))]/K *pose1.Rotation; +ray2 = [points2, ones(size(points1(:,2)))]/K *pose2.Rotation; + +cosParallax = sum(ray1 .* ray2, 2) ./(vecnorm(ray1, 2, 2) .* vecnorm(ray2, 2, 2)); +isLarge = cosParallax < cosd(minParallax) & cosParallax > 0; +end + +%-------------------------------------------------------------------------- +function [points2d, isInFrontOfCamera] = projectPoints(points3d, P) +points3dHomog = [points3d, ones(size(points3d, 1), 1, 'like', points3d)]'; +points2dHomog = P * points3dHomog; +isInFrontOfCamera = points2dHomog(3, :)' > 0; +points2d = bsxfun(@rdivide, points2dHomog(1:2, :), points2dHomog(3, :)); +end + +function isValid = checkEpipolarConstraint(intrinsics, currPose, kfPose, matchedPoints1, matchedPoints2, indexPairs, uScales2) +% Epipole in the current key frame +epiPole = world2img(kfPose.Translation, pose2extr(currPose), intrinsics); +distToEpipole = vecnorm(matchedPoints2 - epiPole, 2, 2); + +% Compute fundamental matrix +F = computeF(intrinsics, kfPose, currPose); + +% Epipolar line in the second image +epiLine = epipolarLine(F, matchedPoints2); +distToLine = abs(sum(epiLine.* [matchedPoints1, ones(size(matchedPoints1,1), 1)], 2))./... + sqrt(sum(epiLine(:,1:2).^2, 2)); +isValid = distToLine < 2*uScales2(indexPairs(:,2)) & ... + distToEpipole > 10*uScales2(indexPairs(:,2)); +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperLocalBundleAdjustmentStereo.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperLocalBundleAdjustmentStereo.m new file mode 100644 index 0000000000000000000000000000000000000000..1272b7951bbf8e6d80da44cd4b1a590038d46e4c --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperLocalBundleAdjustmentStereo.m @@ -0,0 +1,49 @@ +function [mapPoints, vSetKeyFrames, newPointIdx, stereoMapPointsIndices] = helperLocalBundleAdjustmentStereo(mapPoints, ... + vSetKeyFrames, currKeyFrameId, intrinsics, newPointIdx, stereoMapPointsIndices) +%helperLocalBundleAdjustmentStereo refine the pose of the current key frame and +% the map of the surrrounding scene. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2020-2022 The MathWorks, Inc. + +if currKeyFrameId > 2 + + [refinedViews, dist] = connectedViews(vSetKeyFrames, currKeyFrameId, MaxDistance=2); + refinedKeyFrameIds = refinedViews.ViewId; + + % Always fix the first two key frames + fixedViewIds = refinedKeyFrameIds(dist==2); + fixedViewIds = fixedViewIds(1:min(10, numel(fixedViewIds))); + + % Always fix the first two key frames + fixedViewIds = [fixedViewIds; intersect(refinedKeyFrameIds, [1 2])]; + + refinedKeyFrameIds = [refinedKeyFrameIds; currKeyFrameId]; + +else + refinedKeyFrameIds = [1 2]; + fixedViewIds = 1; +end + +% Refine local key frames and map points +[mapPoints, vSetKeyFrames, mapPointIdx, reprojectionErrors] = bundleAdjustment(... + mapPoints, vSetKeyFrames, refinedKeyFrameIds, intrinsics, 'FixedViewIDs', fixedViewIds, ... + 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-16, 'Solver', 'preconditioned-conjugate-gradient', ... + 'MaxIteration', 10); + +maxError = 6; +isInlier = reprojectionErrors < maxError; +outlierIdx = mapPointIdx(~isInlier); +newPointIdx = setdiff(newPointIdx, outlierIdx); + +% Update map points and key frames +if ~isempty(outlierIdx) + mapPoints = removeWorldPoints(mapPoints, outlierIdx); +end + +newPointIdx = newPointIdx - arrayfun(@(x) nnz(x>outlierIdx), newPointIdx); +stereoMapPointsIndices = stereoMapPointsIndices - arrayfun(@(x) nnz(x>outlierIdx), stereoMapPointsIndices); +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperORBFeatureExtractorFunction.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperORBFeatureExtractorFunction.m new file mode 100644 index 0000000000000000000000000000000000000000..d8c77bf675b0e62057d8b72b15581914ba951f22 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperORBFeatureExtractorFunction.m @@ -0,0 +1,25 @@ +function [features, featureMetrics]= helperORBFeatureExtractorFunction(I) +% helperORBFeatureExtractorFunction Implements the ORB feature extraction +% used in bagOfFeatures. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2021 The MathWorks, Inc. + +numPoints = 1000; + +% Detect ORB features +Igray = im2gray(I); + +points = detectORBFeatures(Igray, 'ScaleFactor', 1.2, 'NumLevels', 8); + +% Select a subset of features, uniformly distributed throughout the image +points = selectUniform(points, numPoints, size(Igray, 1:2)); + +% Extract features +features = extractFeatures(Igray, points); + +% Compute the Feature Metric. Use the variance of features as the metric +featureMetrics = var(single(features.Features),[],2); + diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperTrackLastKeyFrame.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperTrackLastKeyFrame.m new file mode 100644 index 0000000000000000000000000000000000000000..467ff8188bc13a55f385e8062267d67f5d77ff54 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperTrackLastKeyFrame.m @@ -0,0 +1,106 @@ +%helperTrackLastKeyFrame Estimate the camera pose by tracking the last key frame +% [currPose, mapPointIdx, featureIdx] = helperTrackLastKeyFrameStereo(mapPoints, +% views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor) estimates +% the camera pose of the current frame by matching features with the +% previous key frame. +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Inputs +% ------ +% mapPoints - A helperMapPoints objects storing map points +% views - View attributes of key frames +% currFeatures - Features in the current frame +% currPoints - Feature points in the current frame +% lastKeyFrameId - ViewId of the last key frame +% intrinsics - Camera intrinsics +% scaleFactor - scale factor of features +% +% Outputs +% ------- +% currPose - Estimated camera pose of the current frame +% mapPointIdx - Indices of map points observed in the current frame +% featureIdx - Indices of features corresponding to mapPointIdx + +% Copyright 2019-2022 The MathWorks, Inc. + +function [currPose, mapPointIdx, featureIdx] = helperTrackLastKeyFrame(... + mapPoints, views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor) + +% Match features from the previous key frame with known world locations +[index3d, index2d] = findWorldPointsInView(mapPoints, lastKeyFrameId); +lastKeyFrameFeatures = views.Features{lastKeyFrameId}(index2d,:); +lastKeyFramePoints = views.Points{lastKeyFrameId}(index2d); + +indexPairs = matchFeatures(currFeatures, binaryFeatures(lastKeyFrameFeatures),... + 'Unique', true, 'MaxRatio', 0.9, 'MatchThreshold', 40); + +% Estimate the camera pose +matchedImagePoints = currPoints.Location(indexPairs(:,1),:); +matchedWorldPoints = mapPoints.WorldPoints(index3d(indexPairs(:,2)), :); + +matchedImagePoints = cast(matchedImagePoints, 'like', matchedWorldPoints); +[currPose, inlier, status] = estworldpose(... + matchedImagePoints, matchedWorldPoints, intrinsics, ... + 'Confidence', 95, 'MaxReprojectionError', 3, 'MaxNumTrials', 1e4); + +if status + currPose=[]; + mapPointIdx=[]; + featureIdx=[]; + return +end + +% Refine camera pose only +currPose = bundleAdjustmentMotion(matchedWorldPoints(inlier,:), ... + matchedImagePoints(inlier,:), currPose, intrinsics, ... + 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-15, 'MaxIteration', 20); + +% Search for more matches with the map points in the previous key frame +xyzPoints = mapPoints.WorldPoints(index3d,:); + +[projectedPoints, isInImage] = world2img(xyzPoints, pose2extr(currPose), intrinsics); +projectedPoints = projectedPoints(isInImage, :); + +minScales = max(1, lastKeyFramePoints.Scale(isInImage)/scaleFactor); +maxScales = lastKeyFramePoints.Scale(isInImage)*scaleFactor; +r = 4; +searchRadius = r*lastKeyFramePoints.Scale(isInImage); + +indexPairs = matchFeaturesInRadius(binaryFeatures(lastKeyFrameFeatures(isInImage,:)), ... + binaryFeatures(currFeatures.Features), currPoints, projectedPoints, searchRadius, ... + 'MatchThreshold', 40, 'MaxRatio', 0.8, 'Unique', true); + +if size(indexPairs, 1) < 20 + indexPairs = matchFeaturesInRadius(binaryFeatures(lastKeyFrameFeatures(isInImage,:)), ... + binaryFeatures(currFeatures.Features), currPoints, projectedPoints, 2*searchRadius, ... + 'MatchThreshold', 40, 'MaxRatio', 1, 'Unique', true); +end + +if size(indexPairs, 1) < 10 + currPose=[]; + mapPointIdx=[]; + featureIdx=[]; + return +end + +% Filter by scales +isGoodScale = currPoints.Scale(indexPairs(:, 2)) >= minScales(indexPairs(:, 1)) & ... + currPoints.Scale(indexPairs(:, 2)) <= maxScales(indexPairs(:, 1)); +indexPairs = indexPairs(isGoodScale, :); + +% Obtain the index of matched map points and features +tempIdx = find(isInImage); % Convert to linear index +mapPointIdx = index3d(tempIdx(indexPairs(:,1))); +featureIdx = indexPairs(:,2); + +% Refine the camera pose again +matchedWorldPoints = mapPoints.WorldPoints(mapPointIdx, :); +matchedImagePoints = currPoints.Location(featureIdx, :); + +currPose = bundleAdjustmentMotion(matchedWorldPoints, matchedImagePoints, ... + currPose, intrinsics, 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-15, 'MaxIteration', 20); +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperTrackLocalMap.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperTrackLocalMap.m new file mode 100644 index 0000000000000000000000000000000000000000..d64da7a28ae032e7fd6db8a0e0b689a2c90d06a6 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperTrackLocalMap.m @@ -0,0 +1,221 @@ +function [localKeyFrameIds, currPose, mapPointIdx, featureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPoints, vSetKeyFrames, mapPointIdx, ... + featureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + newKeyFrameAdded, lastKeyFrameIndex, currFrameIndex, numSkipFrames, numPointsKeyFrame) +%helperTrackLocalMap Refine camera pose by tracking the local map +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Inputs +% ------ +% mapPoints - A worldpointset object storing map points +% vSetKeyFrames - An imageviewset storing key frames +% mapPointsIndices - Indices of map points observed in the current frame +% featureIndices - Indices of features in the current frame +% corresponding to map points denoted by mapPointsIndices +% currPose - Current camera pose +% currFeatures - ORB Features in the current frame +% currPoints - Feature points in the current frame +% intrinsics - Camera intrinsics +% scaleFactor - scale factor of features +% numLevels - number of levels in feature exatraction +% newKeyFrameAdded - A boolean scalar indicating if a new key frame is +% added recently +% lastKeyFrameIndex - Frame index of the last key frame +% currFrameIndex - Frame index of the current frame +% numSkipFrames - Largest number of frames to skip +% numPointsKeyFrame - Minimum number of points tracked by a key frame +% +% Outputs +% ------- +% localKeyFrameIds - ViewIds of the local key frames +% currPose - Refined camera pose of the current frame +% mapPointIdx - Indices of map points observed in the current frame +% featureIdx - Indices of features in the current frame corresponding +% to mapPointIdx +% isKeyFrame - A boolean scalar indicating if the current frame is +% a key frame + +% Copyright 2019-2022 The MathWorks, Inc. + +persistent numPointsRefKeyFrame localPointsIndices localKeyFrameIdsInternal + +if isempty(numPointsRefKeyFrame) || newKeyFrameAdded + [localPointsIndices, localKeyFrameIdsInternal, numPointsRefKeyFrame] = ... + updateRefKeyFrameAndLocalPoints(mapPoints, vSetKeyFrames, mapPointIdx); +end + +% Project the map into the frame and search for more map point correspondences +newMapPointIdx = setdiff(localPointsIndices, mapPointIdx, 'stable'); +localFeatures = getFeatures(mapPoints, vSetKeyFrames.Views, newMapPointIdx); +[projectedPoints, inlierIndex, predictedScales, viewAngles] = removeOutlierMapPoints(mapPoints, ... + currPose, intrinsics, newMapPointIdx, scaleFactor, numLevels); + +newMapPointIdx = newMapPointIdx(inlierIndex); +localFeatures = localFeatures(inlierIndex,:); + +unmatchedfeatureIdx = setdiff(cast((1:size( currFeatures.Features, 1)).', 'uint32'), ... + featureIdx,'stable'); +unmatchedFeatures = currFeatures.Features(unmatchedfeatureIdx, :); +unmatchedValidPoints= currPoints(unmatchedfeatureIdx); + +% Search radius depends on scale and view direction +searchRadius = 4*ones(size(localFeatures, 1), 1); +searchRadius(viewAngles<3) = 2.5; +searchRadius = searchRadius.*predictedScales; + +indexPairs = matchFeaturesInRadius(binaryFeatures(localFeatures),... + binaryFeatures(unmatchedFeatures), unmatchedValidPoints, projectedPoints, ... + searchRadius, 'MatchThreshold', 40, 'MaxRatio', 0.9, 'Unique', true); + +% Filter by scales +isGoodScale = currPoints.Scale(indexPairs(:, 2)) >= ... + max(1, predictedScales(indexPairs(:, 1))/scaleFactor) & ... + currPoints.Scale(indexPairs(:, 2)) <= predictedScales(indexPairs(:, 1)); +indexPairs = indexPairs(isGoodScale, :); + +% Refine camera pose with more 3D-to-2D correspondences +mapPointIdx = [newMapPointIdx(indexPairs(:,1)); mapPointIdx]; +featureIdx = [unmatchedfeatureIdx(indexPairs(:,2)); featureIdx]; +matchedMapPoints = mapPoints.WorldPoints(mapPointIdx,:); +matchedImagePoints = currPoints.Location(featureIdx,:); + +isKeyFrame = checkKeyFrame(numPointsRefKeyFrame, lastKeyFrameIndex, ... + currFrameIndex, mapPointIdx, numSkipFrames, numPointsKeyFrame); + +localKeyFrameIds = localKeyFrameIdsInternal; + +if isKeyFrame + % Refine camera pose only if the current frame is a key frame + currPose = bundleAdjustmentMotion(matchedMapPoints, matchedImagePoints, ... + currPose, intrinsics, 'PointsUndistorted', true, ... + 'AbsoluteTolerance', 1e-7, 'RelativeTolerance', 1e-16,'MaxIteration', 20); +end +end + +function [localPointsIndices, localKeyFrameIds, numPointsRefKeyFrame] = ... + updateRefKeyFrameAndLocalPoints(mapPoints, vSetKeyFrames, pointIndices) + +if vSetKeyFrames.NumViews == 1 + localKeyFrameIds = vSetKeyFrames.Views.ViewId; + localPointsIndices = (1:mapPoints.Count)'; + numPointsRefKeyFrame = mapPoints.Count; + return +end + +% The reference key frame has the most covisible map points +viewIds = findViewsOfWorldPoint(mapPoints, pointIndices); +refKeyFrameId = mode(vertcat(viewIds{:})); + +localKeyFrames = connectedViews(vSetKeyFrames, refKeyFrameId, "MaxDistance", 2); +localKeyFrameIds = [localKeyFrames.ViewId; refKeyFrameId]; + +pointIdx = findWorldPointsInView(mapPoints, localKeyFrameIds); +if iscell(pointIdx) + numPointsRefKeyFrame = numel(pointIdx{localKeyFrameIds==refKeyFrameId}); + localPointsIndices = sort(vertcat(pointIdx{:})); +else + numPointsRefKeyFrame = numel(pointIdx); + localPointsIndices = sort(pointIdx); +end +end + +function features = getFeatures(mapPoints, views, mapPointIdx) + +% Efficiently retrieve features and image points corresponding to map points +% denoted by mapPointIdx +allIndices = zeros(1, numel(mapPointIdx)); + +% ViewId and offset pair +count = []; % (ViewId, NumFeatures) +viewsFeatures = views.Features; + +for i = 1:numel(mapPointIdx) + index3d = mapPointIdx(i); + + viewId = double(mapPoints.RepresentativeViewId(index3d)); + + if isempty(count) + count = [viewId, size(viewsFeatures{viewId},1)]; + elseif ~any(count(:,1) == viewId) + count = [count; viewId, size(viewsFeatures{viewId},1)]; + end + + idx = find(count(:,1)==viewId); + + if idx > 1 + offset = sum(count(1:idx-1,2)); + else + offset = 0; + end + allIndices(i) = mapPoints.RepresentativeFeatureIndex(index3d) + offset; +end + +uIds = count(:,1); + +% Concatenating features and indexing once is faster than accessing via a for loop +allFeatures = vertcat(viewsFeatures{uIds}); +features = allFeatures(allIndices, :); +end + +function [projectedPoints, inliers, predictedScales, viewAngles] = removeOutlierMapPoints(... + mapPoints, pose, intrinsics, localPointsIndices, scaleFactor, ... + numLevels) + +% 1) Points within the image bounds +xyzPoints = mapPoints.WorldPoints(localPointsIndices, :); +[projectedPoints, isInImage] = world2img(xyzPoints, pose2extr(pose), intrinsics); + +if isempty(projectedPoints) + error('Tracking failed. Try inserting new key frames more frequently.') +end + +% 2) Parallax less than 60 degrees +cameraNormVector = [0 0 1] * pose.Rotation; +cameraToPoints = xyzPoints - pose.Translation; +viewDirection = mapPoints.ViewingDirection(localPointsIndices, :); +validByView = sum(viewDirection.*cameraToPoints, 2) > ... + cosd(60)*(vecnorm(cameraToPoints, 2, 2)); + +% 3) Distance from map point to camera center is in the range of scale +% invariant depth +minDist = mapPoints.DistanceLimits(localPointsIndices,1)/scaleFactor; +maxDist = mapPoints.DistanceLimits(localPointsIndices,2)*scaleFactor; +dist = vecnorm(xyzPoints - pose.Translation, 2, 2); + +validByDistance = dist > minDist & dist < maxDist; + +inliers = isInImage & validByView & validByDistance; + +% Predicted scales +level= ceil(log(maxDist ./ dist)./log(scaleFactor)); +level(level<0) = 0; +level(level>=numLevels-1) = numLevels-1; +predictedScales = scaleFactor.^level; + +% View angles +viewAngles = acosd(sum(cameraNormVector.*cameraToPoints, 2) ./ ... + vecnorm(cameraToPoints, 2, 2)); + +predictedScales = predictedScales(inliers); +viewAngles = viewAngles(inliers); + +projectedPoints = projectedPoints(inliers, :); +end + +function isKeyFrame = checkKeyFrame(numPointsRefKeyFrame, lastKeyFrameIndex, ... + currFrameIndex, mapPointsIndices, numSkipFrames, numPointsKeyFrame) + +% More than numSkipFrames frames have passed from last key frame insertion +tooManyNonKeyFrames = currFrameIndex > lastKeyFrameIndex + numSkipFrames; + +% Track less than numPointsKeyFrame map points +tooFewMapPoints = numel(mapPointsIndices) < numPointsKeyFrame; + +% Tracked map points are fewer than 90% of points tracked by +% the reference key frame +tooFewTrackedPoints = numel(mapPointsIndices) < 0.9 * numPointsRefKeyFrame; + +isKeyFrame = (tooManyNonKeyFrames || tooFewMapPoints) && tooFewTrackedPoints; +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMatchedFeaturesRGBD.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMatchedFeaturesRGBD.m new file mode 100644 index 0000000000000000000000000000000000000000..5aec70402a9a02803db91acb4e292a4e577e49cb --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMatchedFeaturesRGBD.m @@ -0,0 +1,56 @@ +classdef helperVisualizeMatchedFeaturesRGBD < handle +%helperVisualizeMatchedFeaturesRGBD show the matched features in a frame +% +% This is an example helper class that is subject to change or removal +% in future releases. + +% Copyright 2021 The MathWorks, Inc. + + properties (Access = private) + Image + + Feature + end + + methods (Access = public) + + function obj = helperVisualizeMatchedFeaturesRGBD(I1, I2, points) + + % Plot image + hFig = figure; + hAxes = newplot(hFig); + + % Set figure visibility and position + hFig.Visible = 'on'; + movegui(hFig, [200 200]); + + % Show the image and features + obj.Image = showMatchedFeatures(I1, I2, points, ... + points, 'montage', 'Parent', hAxes, ... + 'PlotOptions', {'g+','g+',''}); + title(hAxes, 'Matched Features in Current Frame'); + hold(hAxes, 'on'); + + obj.Feature = findobj(hAxes.Parent,'Type','Line'); + end + + function updatePlot(obj, I1, I2, points) + + % Color and depth image + obj.Image.CData = imfuse(I1, I2, 'montage'); + + % Connecting lines + obj.Feature(1).XData = NaN; + obj.Feature(1).YData = NaN; + + % Right image + obj.Feature(2).XData = points.Location(:,1) + size(I1, 2); + obj.Feature(2).YData = points.Location(:,2); + + % Left image + obj.Feature(3).XData = points.Location(:,1); + obj.Feature(3).YData = points.Location(:,2); + drawnow limitrate + end + end +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMotionAndStructure.m b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMotionAndStructure.m new file mode 100644 index 0000000000000000000000000000000000000000..b064c0480c02a1f23f6c64ff7d6a4dfe3c723953 --- /dev/null +++ b/src/main/java/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMotionAndStructure.m @@ -0,0 +1,156 @@ +classdef helperVisualizeMotionAndStructure < handle +%helperVisualizeMatchedFeatures show map points and camera trajectory +% +% This is an example helper class that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + + properties + XLim = [-1.5 1.5] + + YLim = [-1 0.5] + + ZLim = [-0.5 2] + + Axes + end + + properties (Access = private) + MapPointsPlot + + EstimatedTrajectory + + OptimizedTrajectory + + CameraPlot + end + + methods (Access = public) + function obj = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPoints, varargin) + + if nargin > 2 + obj.XLim = varargin{1}; + obj.YLim = varargin{2}; + obj.ZLim = varargin{3}; + end + + [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints); + + obj.MapPointsPlot = pcplayer(obj.XLim, obj.YLim, obj.ZLim, ... + 'VerticalAxis', 'y', 'VerticalAxisDir', 'down'); + + obj.Axes = obj.MapPointsPlot.Axes; + obj.MapPointsPlot.view(xyzPoints); + obj.Axes.Children.DisplayName = 'Map points'; + + hold(obj.Axes, 'on'); + + % Set figure position on the screen + movegui(obj.Axes.Parent, [1000 200]); + + % Plot camera trajectory + obj.EstimatedTrajectory = plot3(obj.Axes, trajectory(:,1), trajectory(:,2), ... + trajectory(:,3), 'r', 'LineWidth', 2 , 'DisplayName', 'Estimated trajectory'); + + % Plot the current cameras + obj.CameraPlot = plotCamera(currPose, 'Parent', obj.Axes, 'Size', 0.05); + end + + function updatePlot(obj, vSetKeyFrames, mapPoints) + + [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints); + + % Update the point cloud + obj.MapPointsPlot.view(xyzPoints); + + % Update the camera trajectory + set(obj.EstimatedTrajectory, 'XData', trajectory(:,1), 'YData', ... + trajectory(:,2), 'ZData', trajectory(:,3)); + + % Update the current camera pose since the first camera is fixed + obj.CameraPlot.AbsolutePose = currPose.AbsolutePose; + obj.CameraPlot.Label = num2str(currPose.ViewId); + + drawnow limitrate + end + + function plotOptimizedTrajectory(obj, poses) + + % Delete the camera plot + delete(obj.CameraPlot); + + % Plot the optimized trajectory + trans = vertcat(poses.AbsolutePose.Translation); + obj.OptimizedTrajectory = plot3(obj.Axes, trans(:, 1), trans(:, 2), trans(:, 3), 'm', ... + 'LineWidth', 2, 'DisplayName', 'Optimized trajectory'); + end + + function plotActualTrajectory(obj, gTruth, optimizedPoses) + estimatedCams = vertcat(optimizedPoses.AbsolutePose.Translation); + actualCams = vertcat(gTruth.Translation); + scale = median(vecnorm(actualCams, 2, 2))/ median(vecnorm(estimatedCams, 2, 2)); + + % Update the plot based on the ground truth + updatePlotScale(obj, scale); + + % Plot the ground truth + plot3(obj.Axes, actualCams(:,1), actualCams(:,2), actualCams(:,3), ... + 'g','LineWidth',2, 'DisplayName', 'Actual trajectory'); + + drawnow limitrate + end + + function showLegend(obj) + % Add a legend to the axes + hLegend = legend(obj.Axes, 'Location', 'northeast', ... + 'TextColor', [1 1 1], 'FontWeight', 'bold'); + end + end + + methods (Access = private) + function [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints) + camPoses = poses(vSetKeyFrames); + currPose = camPoses(end,:); % Contains both ViewId and Pose + + % Ensure the rotation matrix is a rigid transformation + R = double(currPose.AbsolutePose.R); + t = double(currPose.AbsolutePose.Translation); + [U, ~, V] = svd(R); + currPose.AbsolutePose.A = eye(4); + currPose.AbsolutePose.A(1:3, 4) = t; + currPose.AbsolutePose.A(1:3, 1:3) = U * V'; + + trajectory = vertcat(camPoses.AbsolutePose.Translation); + xyzPoints = mapPoints.WorldPoints; + + % Only plot the points within the limit + inPlotRange = xyzPoints(:, 1) > obj.XLim(1) & ... + xyzPoints(:, 1) < obj.XLim(2) & xyzPoints(:, 2) > obj.YLim(1) & ... + xyzPoints(:, 2) < obj.YLim(2) & xyzPoints(:, 3) > obj.ZLim(1) & ... + xyzPoints(:, 3) < obj.ZLim(2); + xyzPoints = xyzPoints(inPlotRange, :); + end + + function updatePlotScale(obj, scale) + % Update the map points and camera trajectory based on the + % ground truth scale + obj.Axes.XLim = obj.Axes.XLim * scale; + obj.Axes.YLim = obj.Axes.YLim * scale; + obj.Axes.ZLim = obj.Axes.ZLim * scale; + + % Map points + obj.Axes.Children(end).XData = obj.Axes.Children(end).XData * scale; + obj.Axes.Children(end).YData = obj.Axes.Children(end).YData * scale; + obj.Axes.Children(end).ZData = obj.Axes.Children(end).ZData * scale; + + % Estiamted and optimized Camera trajectory + obj.EstimatedTrajectory.XData = obj.EstimatedTrajectory.XData * scale; + obj.EstimatedTrajectory.YData = obj.EstimatedTrajectory.YData * scale; + obj.EstimatedTrajectory.ZData = obj.EstimatedTrajectory.ZData * scale; + obj.OptimizedTrajectory.XData = obj.OptimizedTrajectory.XData * scale; + obj.OptimizedTrajectory.YData = obj.OptimizedTrajectory.YData * scale; + obj.OptimizedTrajectory.ZData = obj.OptimizedTrajectory.ZData * scale; + end + end +end \ No newline at end of file diff --git a/src/main/java/vslam/Mathworks_VSLAM_RGBD/orbslamGroundTruth.mat b/src/main/java/vslam/Mathworks_VSLAM_RGBD/orbslamGroundTruth.mat new file mode 100644 index 0000000000000000000000000000000000000000..ea1360e39c14cb70268bf6d6d4202b51eaf02014 Binary files /dev/null and b/src/main/java/vslam/Mathworks_VSLAM_RGBD/orbslamGroundTruth.mat differ diff --git a/src/main/java/vslam/optimizedPoses.mat b/src/main/java/vslam/optimizedPoses.mat new file mode 100644 index 0000000000000000000000000000000000000000..6530e386046ec69988fdea2577708629bed7c6c0 Binary files /dev/null and b/src/main/java/vslam/optimizedPoses.mat differ diff --git a/src/main/java/vslam/pointCloudsAll.mat b/src/main/java/vslam/pointCloudsAll.mat new file mode 100644 index 0000000000000000000000000000000000000000..2dd6354ae44726ad71a8a2d85eea456fd8a3c93e Binary files /dev/null and b/src/main/java/vslam/pointCloudsAll.mat differ diff --git a/src/main/java/vslam/vslam_implementation.m b/src/main/java/vslam/vslam_implementation.m index 129fad613feb939b93075a5437f86b043feb015e..bfe1485ae3071229eee3b22daa230a5c6bfbce34 100644 --- a/src/main/java/vslam/vslam_implementation.m +++ b/src/main/java/vslam/vslam_implementation.m @@ -308,13 +308,13 @@ function worldPointSetOutput = ProcessImageSequence(imds) mapPointSet = updateRepresentativeView(mapPointSet, mapPointIdx, vSetKeyFrames.Views); % Check if the KeyFrames directory exists; if not, create it - keyFramesDir = './KeyFrames'; + keyFramesDir = './KeyFrames_Mono'; if ~exist(keyFramesDir, 'dir') mkdir(keyFramesDir); end % Store feature locations for this key frame - keyFramePointsDir = './KeyFramePoints'; + keyFramePointsDir = './KeyFramePoints_Mono'; if ~exist(keyFramePointsDir, 'dir') mkdir(keyFramePointsDir); end @@ -363,24 +363,24 @@ function worldPointSetOutput = ProcessImageSequence(imds) %% Optimizing if isLoopClosed - % Optimize the poses - minNumMatches = 20; - vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); - - % Update map points after optimizing the poses - mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); - - updatePlot(mapPlot, vSetKeyFrames, mapPointSet); - - % Plot the optimized camera trajectory - optimizedPoses = poses(vSetKeyFramesOptim); - plotOptimizedTrajectory(mapPlot, optimizedPoses) - - % Update legend - showLegend(mapPlot); - - worldPointSetOutput = mapPointSet; -end + % Optimize the poses + minNumMatches = 20; + vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); + + % Update map points after optimizing the poses + mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); + + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Plot the optimized camera trajectory + optimizedPoses = poses(vSetKeyFramesOptim); + plotOptimizedTrajectory(mapPlot, optimizedPoses) + + % Update legend + showLegend(mapPlot); + + worldPointSetOutput = mapPointSet; + end end diff --git a/src/main/java/vslam/vslam_implementation_rgbd.asv b/src/main/java/vslam/vslam_implementation_rgbd.asv new file mode 100644 index 0000000000000000000000000000000000000000..875a7b2b4156ef690e3cd415ca2c176d3dc9e67e --- /dev/null +++ b/src/main/java/vslam/vslam_implementation_rgbd.asv @@ -0,0 +1,181 @@ +function worldPointSet = vslam_implementation_rgbd(dataset_name) + + baseFolder = './' + datasetFolder = [baseFolder, dataset_name, '/']; + + if ~exist(datasetFolder, 'dir') + if(dataset_name == 'tum_rgbd_dataset') + + % Download if the dataset is not already downloaded + + + baseDownloadURL = "https://cvg.cit.tum.de/rgbd/dataset/freiburg3/rgbd_dataset_freiburg3_long_office_household.tgz"; + dataFolder = fullfile(tempdir, 'tum_rgbd_dataset', filesep); + options = weboptions('Timeout', Inf); + tgzFileName = [dataFolder, 'fr3_office.tgz']; + folderExists = exist(dataFolder, 'dir'); + + % Create a folder in a temporary directory to save the downloaded file + if ~folderExists + mkdir(dataFolder); + disp('Downloading fr3_office.tgz (1.38 GB). This download can take a few minutes.') + websave(tgzFileName, baseDownloadURL, options); + + % Extract contents of the downloaded file + disp('Extracting fr3_office.tgz (1.38 GB) ...') + untar(tgzFileName, dataFolder); + end + + imageFolder = [dataFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + else + if (dataset_name == 'tum_rgbd_dataset') + imageFolder = [datasetFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + end + + + + % Import dependencies + addpath('./Mathworks_VSLAM_RGBD/'); + + % Initialize image dataset + imgFolderColor = [imageFolder,'rgb/']; + imgFolderDepth = [imageFolder,'depth/']; + imdsColor = imageDatastore(imgFolderColor); + imdsDepth = imageDatastore(imgFolderDepth); + + + % Process the image sequence + worldPointSet = ProcessImageSequence(imdsColor, imdsDepth); +end + +function worldPointSetOutput = ProcessImageSequence(imdsColor, imdsDepth) + + +end + +%% Helper functions + +% helperImportTimestampFile Import time stamp file + +function timestamp = helperImportTimestampFile(filename) + % Input handling + dataLines = [4, Inf]; + + %% Set up the Import Options and import the data + opts = delimitedTextImportOptions("NumVariables", 2); + + % Specify range and delimiter + opts.DataLines = dataLines; + opts.Delimiter = " "; + + % Specify column names and types + opts.VariableNames = ["VarName1", "Var2"]; + opts.SelectedVariableNames = "VarName1"; + opts.VariableTypes = ["double", "string"]; + + % Specify file level properties + opts.ExtraColumnsRule = "ignore"; + opts.EmptyLineRule = "read"; + opts.ConsecutiveDelimitersRule = "join"; + opts.LeadingDelimitersRule = "ignore"; + + % Specify variable properties + opts = setvaropts(opts, "Var2", "WhitespaceRule", "preserve"); + opts = setvaropts(opts, "Var2", "EmptyFieldRule", "auto"); + + % Import the data + data = readtable(filename, opts); + + % Convert to output type + timestamp = table2array(data); +end + +% helperAlignTimestamp align time stamp of color and depth images. +function indexPairs = helperAlignTimestamp(timeColor, timeDepth) + idxDepth = 1; + indexPairs = zeros(numel(timeColor), 2); + for i = 1:numel(timeColor) + for j = idxDepth : numel(timeDepth) + if abs(timeColor(i) - timeDepth(j)) < 1e-4 + idxDepth = j; + indexPairs(i, :) = [i, j]; + break + elseif timeDepth(j) - timeColor(i) > 1e-3 + break + end + end + end + indexPairs = indexPairs(indexPairs(:,1)>0, :); +end + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, scaleFactor, numLevels) + + numPoints = 1000; + + % Detect ORB features + Igray = rgb2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperReconstructFromRGBD reconstruct scene from color and depth image. + +function [xyzPoints, validIndex] = helperReconstructFromRGBD(points, ... + depthMap, intrinsics, currPose, depthFactor) + + ptcloud = pcfromdepth(depthMap,depthFactor,intrinsics,ImagePoints=points, DepthRange=[0.1, 5]); + + isPointValid = ~isnan(ptcloud.Location(:, 1)); + xyzPoints = ptcloud.Location(isPointValid, :); + xyzPoints = transformPointsForward(currPose, xyzPoints); + validIndex = find(isPointValid); +end + +% helperCullRecentMapPoints cull recently added map points. +function [mapPointSet, mapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, mapPointsIdx, newPointIdx, rgbdMapPointsIndices) + outlierIdx = setdiff([newPointIdx; rgbdMapPointsIndices], mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + mapPointsIdx = mapPointsIdx - arrayfun(@(x) nnz(x>outlierIdx), mapPointsIdx); + end +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = 1: mapPointSet.Count + majorViewIds = mapPointSet.RepresentativeViewId(i); + tform = rigidtform3d(posesNew(majorViewIds).A/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end diff --git a/src/main/java/vslam/vslam_implementation_rgbd.m b/src/main/java/vslam/vslam_implementation_rgbd.m new file mode 100644 index 0000000000000000000000000000000000000000..ad7cd6a06ec6f0126c036618b17892b74f14901d --- /dev/null +++ b/src/main/java/vslam/vslam_implementation_rgbd.m @@ -0,0 +1,544 @@ +function [worldPointSetOutput, optimizedPoses, pointCloudsAll] = vslam_implementation_rgbd(dataset_name) + % Define the base folder for datasets + baseFolder = './'; + datasetFolder = [baseFolder, dataset_name, '/']; + + % Check if the dataset exists, if not download and prepare it + if ~exist(datasetFolder, 'dir') + if strcmp(dataset_name, 'tum_rgbd_dataset') + % Define the URL and local folder for download + baseDownloadURL = "https://cvg.cit.tum.de/rgbd/dataset/freiburg3/rgbd_dataset_freiburg3_long_office_household.tgz"; + dataFolder = fullfile(baseFolder, 'tum_rgbd_dataset', filesep); + tgzFileName = [dataFolder, 'fr3_office.tgz']; + + % Create a folder to save the downloaded file + if ~exist(dataFolder, 'dir') + mkdir(dataFolder); + disp('Downloading fr3_office.tgz (1.38 GB). This download can take a few minutes.'); + h = waitbar(0, 'Downloading Dataset... Please wait.', 'Name', 'Downloading fr3_office'); + websave(tgzFileName, baseDownloadURL, weboptions('Timeout', Inf)); + % Update and close waitbar after download completes + waitbar(1, h, 'Download Complete. Extracting...'); + pause(1); % Pause to show complete message + close(h); + + % Extract contents of the downloaded file + disp('Extracting fr3_office.tgz (1.38 GB) ...'); + h = waitbar(0, 'Extracting files... This may take a while.', 'Name', 'Extracting Data'); + untar(tgzFileName, dataFolder); + + % Close waitbar after extraction completes + waitbar(1, h, 'Extraction Complete.'); + pause(1); % Pause to show complete message + close(h); + end + + imageFolder = [dataFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + else + error('Dataset name not recognized or dataset-specific download steps not defined.'); + end + else + % If dataset is already present, set the image folder path + if strcmp(dataset_name, 'tum_rgbd_dataset') + imageFolder = [datasetFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + end + + % Import dependencies + addpath('./Mathworks_VSLAM_RGBD/'); + + % Initialize image dataset stores for color and depth images + imgFolderColor = [imageFolder, 'rgb/']; + imgFolderDepth = [imageFolder, 'depth/']; + imdsColor = imageDatastore(imgFolderColor); + imdsDepth = imageDatastore(imgFolderDepth); + + % Note that the color and depth images are generated in an un-synchronized way in the dataset. Therefore, we need to associate color images to depth images based on the time stamp. + % Load time stamp data of color images + timeColor = helperImportTimestampFile([imageFolder, 'rgb.txt']); + + % Load time stamp data of depth images + timeDepth = helperImportTimestampFile([imageFolder, 'depth.txt']); + + % Align the time stamp + indexPairs = helperAlignTimestamp(timeColor, timeDepth); + + % Select the synchronized image data + imdsColor = subset(imdsColor, indexPairs(:, 1)); + imdsDepth = subset(imdsDepth, indexPairs(:, 2)); + + % Process the image sequence + [worldPointSetOutput, optimizedPoses, pointCloudsAll] = ProcessImageSequence(imdsColor, imdsDepth); + + % Save the outputs to .mat files + save('worldPointSetOutput.mat', 'worldPointSetOutput'); + save('optimizedPoses.mat', 'optimizedPoses'); + save('pointCloudsAll.mat', 'pointCloudsAll'); + +end + + +function [worldPointSetOutput, optimizedPoses, pointCloudsAll] = ProcessImageSequence(imdsColor, imdsDepth) + % Inspect the first RGB-D image + currFrameIdx = 1; + currIcolor = readimage(imdsColor, currFrameIdx); + currIdepth = readimage(imdsDepth, currFrameIdx); + imshowpair(currIcolor, currIdepth, "montage"); + + % Map Initialization: The pipeline starts by initializing the map that holds 3-D world points. + % This step is crucial and has a significant impact on the accuracy of the final SLAM result. + % Initial ORB feature points are extracted from the first color image using helperDetectAndExtractFeatures. + % Their corresponding 3-D world locations can be computed from the pixel coordinates of the feature + % points and the depth value using helperReconstructFromRGBD. + + % Set random seed for reproducibility + rng(0); + + % Create a cameraIntrinsics object to store the camera intrinsic parameters. + % The intrinsics for the dataset can be found at the following page: + % https://vision.in.tum.de/data/datasets/rgbd-dataset/file_formats + focalLength = [535.4, 539.2]; % in units of pixels + principalPoint = [320.1, 247.6]; % in units of pixels + imageSize = size(currIcolor,[1,2]); % in pixels [mrows, ncols] + depthFactor = 5e3; + intrinsics = cameraIntrinsics(focalLength,principalPoint,imageSize); + + % Detect and extract ORB features from the color image + scaleFactor = 1.2; + numLevels = 8; + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currIcolor, scaleFactor, numLevels); + + initialPose = rigidtform3d(); + [xyzPoints, validIndex] = helperReconstructFromRGBD(currPoints, currIdepth, intrinsics, initialPose, depthFactor); + + % Initialize Place Recognition Database + % Loop detection is performed using the bags-of-words approach. A visual vocabulary represented as a bagOfFeatures object is created offline with the ORB descriptors extracted from a large set of images in the dataset by calling: + % bag = bagOfFeatures(imds,CustomExtractor=@helperORBFeatureExtractorFunction, TreeProperties=[5, 10], StrongestFeatures=1); + % where imds is an imageDatastore object storing the training images and helperORBFeatureExtractorFunction is the ORB feature extractor function. See Image Retrieval with Bag of Visual Words for more information. + % The loop closure process incrementally builds a database, represented as an invertedImageIndex object, that stores the visual word-to-image mapping based on the bag of ORB features. + + % Load the bag of features data created offline + bofData = load("bagOfFeaturesDataSLAM.mat"); + + % Initialize the place recognition database + loopDatabase = invertedImageIndex(bofData.bof, SaveFeatureLocations=false); + + % Add features of the first key frame to the database + currKeyFrameId = 1; + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + + % Data Management and Visualization + % After the map is initialized using the first pair of color and depth image, you can use imageviewset and worldpointset to store the first key frames and the corresponding map points: + + % Create an empty imageviewset object to store key frames + vSetKeyFrames = imageviewset; + + % Create an empty worldpointset object to store 3-D map points + mapPointSet = worldpointset; + + % Add the first key frame + vSetKeyFrames = addView(vSetKeyFrames, currKeyFrameId, initialPose, Points=currPoints,... + Features=currFeatures.Features); + + % Add 3-D map points + [mapPointSet, rgbdMapPointsIdx] = addWorldPoints(mapPointSet, xyzPoints); + + % Add observations of the map points + mapPointSet = addCorrespondences(mapPointSet, currKeyFrameId, rgbdMapPointsIdx, validIndex); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, rgbdMapPointsIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, rgbdMapPointsIdx, vSetKeyFrames.Views); + + % Visualize matched features in the first key frame + featurePlot = helperVisualizeMatchedFeaturesRGBD(currIcolor, currIdepth, currPoints(validIndex)); + + % Visualize initial map points and camera trajectory + xLim = [-4 4]; + yLim = [-3 1]; + zLim = [-1 6]; + mapPlot = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPointSet, xLim, yLim, zLim); + + % Show legend + showLegend(mapPlot); + + % Tracking + % The tracking process is performed using every RGB-D image and determines when to insert a new key frame. + % ViewId of the last key frame + lastKeyFrameId = currKeyFrameId; + + % Index of the last key frame in the input image sequence + lastKeyFrameIdx = currFrameIdx; + + % Indices of all the key frames in the input image sequence + addedFramesIdx = lastKeyFrameIdx; + + currFrameIdx = 2; + isLoopClosed = false; + + % Each frame is processed as follows: + % ORB features are extracted for each new color image and then matched (using matchFeatures), with features in the last key frame that have known corresponding 3-D map points. + % Estimate the camera pose using Perspective-n-Point algorithm, which estimates the pose of a calibrated camera given a set of 3-D points and their corresponding 2-D projections using estworldpose. + % Given the camera pose, project the map points observed by the last key frame into the current frame and search for feature correspondences using matchFeaturesInRadius. + % With 3-D to 2-D correspondences in the current frame, refine the camera pose by performing a motion-only bundle adjustment using bundleAdjustmentMotion. + % Project the local map points into the current frame to search for more feature correspondences using matchFeaturesInRadius and refine the camera pose again using bundleAdjustmentMotion. + % The last step of tracking is to decide if the current frame should be a new key frame. A frame is a key frame if both of the following conditions are satisfied: + % At least 20 frames have passed since the last key frame or the current frame tracks fewer than 100 map points or 25% of points tracked by the reference key frame. + % The map points tracked by the current frame are fewer than 90% of points tracked by the reference key frame. + % If the current frame is to become a key frame, continue to the Local Mapping process. Otherwise, start Tracking for the next frame. + + % Main loop + isLastFrameKeyFrame = true; + while ~isLoopClosed && currFrameIdx < numel(imdsColor.Files) + + currIcolor = readimage(imdsColor, currFrameIdx); + currIdepth = readimage(imdsDepth, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currIcolor, scaleFactor, numLevels); + + % Track the last key frame + % trackedMapPointsIdx: Indices of the map points observed in the current left frame + % trackedFeatureIdx: Indices of the corresponding feature points in the current left frame + [currPose, trackedMapPointsIdx, trackedFeatureIdx] = helperTrackLastKeyFrame(mapPointSet, ... + vSetKeyFrames.Views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor); + + if isempty(currPose) || numel(trackedMapPointsIdx) < 30 + currFrameIdx = currFrameIdx + 1; + continue + end + + % Track the local map and check if the current frame is a key frame. + % A frame is a key frame if both of the following conditions are satisfied: + % + % 1. At least 20 frames have passed since the last key frame or the + % current frame tracks fewer than 100 map points. + % 2. The map points tracked by the current frame are fewer than 90% of + % points tracked by the reference key frame. + % + % localKeyFrameIds: ViewId of the connected key frames of the current frame + numSkipFrames = 20; + numPointsKeyFrame = 100; + [localKeyFrameIds, currPose, trackedMapPointsIdx, trackedFeatureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPointSet, vSetKeyFrames, trackedMapPointsIdx, ... + trackedFeatureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + isLastFrameKeyFrame, lastKeyFrameIdx, currFrameIdx, numSkipFrames, numPointsKeyFrame); + + % Visualize matched features + updatePlot(featurePlot, currIcolor, currIdepth, currPoints(trackedFeatureIdx)); + + if ~isKeyFrame + currFrameIdx = currFrameIdx + 1; + isLastFrameKeyFrame = false; + continue + else + % Match feature points between the stereo images and get the 3-D world positions + [xyzPoints, validIndex] = helperReconstructFromRGBD(currPoints, currIdepth, ... + intrinsics, currPose, depthFactor); + + [untrackedFeatureIdx, ia] = setdiff(validIndex, trackedFeatureIdx); + xyzPoints = xyzPoints(ia, :); + isLastFrameKeyFrame = true; + end + + % Update current key frame ID + currKeyFrameId = currKeyFrameId + 1; + + % Local Mapping + % Local mapping is performed for every key frame. When a new key frame is determined, add it to the key frames and update the attributes of the map points observed by the new key frame. To ensure that mapPointSet contains as few outliers as possible, a valid map point must be observed in at least 3 key frames. + % New map points are created by triangulating ORB feature points in the current key frame and its connected key frames. For each unmatched feature point in the current key frame, search for a match with other unmatched points in the connected key frames using matchFeatures. The local bundle adjustment refines the pose of the current key frame, the poses of connected key frames, and all the map points observed in these key frames. + + % Add the new key frame + [mapPointSet, vSetKeyFrames] = helperAddNewKeyFrame(mapPointSet, vSetKeyFrames, ... + currPose, currFeatures, currPoints, trackedMapPointsIdx, trackedFeatureIdx, localKeyFrameIds); + + % Remove outlier map points that are observed in fewer than 3 key frames + if currKeyFrameId == 2 + triangulatedMapPointsIdx = []; + end + + [mapPointSet, trackedMapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, trackedMapPointsIdx, triangulatedMapPointsIdx, ... + rgbdMapPointsIdx); + + % Add new map points computed from disparity + [mapPointSet, rgbdMapPointsIdx] = addWorldPoints(mapPointSet, xyzPoints); + mapPointSet = addCorrespondences(mapPointSet, currKeyFrameId, rgbdMapPointsIdx, ... + untrackedFeatureIdx); + + % Create new map points by triangulation + minNumMatches = 10; + minParallax = 0.35; + [mapPointSet, vSetKeyFrames, triangulatedMapPointsIdx, rgbdMapPointsIdx] = helperCreateNewMapPointsStereo( ... + mapPointSet, vSetKeyFrames, currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax, ... + untrackedFeatureIdx, rgbdMapPointsIdx); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, [triangulatedMapPointsIdx; rgbdMapPointsIdx], ... + vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, [triangulatedMapPointsIdx; rgbdMapPointsIdx], ... + vSetKeyFrames.Views); + + % Local bundle adjustment + [mapPointSet, vSetKeyFrames, triangulatedMapPointsIdx, rgbdMapPointsIdx] = ... + helperLocalBundleAdjustmentStereo(mapPointSet, vSetKeyFrames, ... + currKeyFrameId, intrinsics, triangulatedMapPointsIdx, rgbdMapPointsIdx); + + % Check if the KeyFrames directory exists; if not, create it + keyFramesDir = './KeyFrames'; + if ~exist(keyFramesDir, 'dir') + mkdir(keyFramesDir); + end + + % Store feature locations for this key frame + keyFramePointsDir = './KeyFramePoints'; + if ~exist(keyFramePointsDir, 'dir') + mkdir(keyFramePointsDir); + end + + % Save the current key frame image using currKeyFrameId + filename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, currKeyFrameId); + imwrite(currIcolor, filename); + + % Save feature points information + saveKeyFramePoints(keyFramePointsDir, currKeyFrameId, currPoints(trackedFeatureIdx), trackedMapPointsIdx); + + % Visualize 3-D world points and camera trajectory + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Loop Closure + % The loop closure detection step takes the current key frame processed by the local mapping process and tries to detect and close the loop. Loop candidates are identified by querying images in the database that are visually similar to the current key frame using evaluateImageRetrieval. A candidate key frame is valid if it is not connected to the last key frame and three of its neighbor key frames are loop candidates. + % When a valid loop candidate is found, use estgeotform3d to compute the relative pose between the loop candidate frame and the current key frame. The relative pose represents a 3-D rigid transformation stored in a rigidtform3d object. Then add the loop connection with the relative pose and update mapPointSet and vSetKeyFrames. + % Check loop closure after some key frames have been created + if currKeyFrameId > 20 + + % Minimum number of feature matches of loop edges + loopEdgeNumMatches = 120; + + % Detect possible loop closure key frame candidates + [isDetected, validLoopCandidates] = helperCheckLoopClosure(vSetKeyFrames, currKeyFrameId, ... + loopDatabase, currIcolor, loopEdgeNumMatches); + + if isDetected + % Add loop closure connections + maxDistance = 0.1; + [isLoopClosed, mapPointSet, vSetKeyFrames] = helperAddLoopConnectionsStereo(... + mapPointSet, vSetKeyFrames, validLoopCandidates, currKeyFrameId, ... + currFeatures, currPoints, loopEdgeNumMatches, maxDistance); + end + end + + % If no loop closure is detected, add current features into the database + if ~isLoopClosed + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + end + + % Update IDs and indices + lastKeyFrameId = currKeyFrameId; + lastKeyFrameIdx = currFrameIdx; + addedFramesIdx = [addedFramesIdx; currFrameIdx]; %#ok + currFrameIdx = currFrameIdx + 1; + end % End of main loop + + % Finally, apply pose graph optimization over the essential graph in vSetKeyFrames to correct the drift. The essential graph is created internally by removing connections with fewer than minNumMatches matches in the covisibility graph. After pose graph optimization, update the 3-D locations of the map points using the optimized poses. + + % Optimize the poses + minNumMatches = 50; + vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); + + % Update map points after optimizing the poses + mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); + + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Plot the optimized camera trajectory + optimizedPoses = poses(vSetKeyFramesOptim); + plotOptimizedTrajectory(mapPlot, optimizedPoses) + + % Update legend + showLegend(mapPlot); + + worldPointSetOutput = mapPointSet; + + % Dense Reconstruction from Depth Image + % Given the refined camera poses, you can reproject all the valid image points in the associated depth images back to the 3-D space to perform dense reconstruction. + % Create an array of pointCloud objects to store the world points constructed + + % from the key frames + ptClouds = repmat(pointCloud(zeros(1, 3)), numel(addedFramesIdx), 1); + + % Ignore image points at the boundary + offset = 40; + [X, Y] = meshgrid(offset:2:imageSize(2)-offset, offset:2:imageSize(1)-offset); + + for i = 1: numel(addedFramesIdx) + Icolor = readimage(imdsColor, addedFramesIdx(i)); + Idepth = readimage(imdsDepth, addedFramesIdx(i)); + + [xyzPoints, validIndex] = helperReconstructFromRGBD([X(:), Y(:)], ... + Idepth, intrinsics, optimizedPoses.AbsolutePose(i), depthFactor); + + colors = zeros(numel(X), 1, 'like', Icolor); + for j = 1:numel(X) + colors(j, 1:3) = Icolor(Y(j), X(j), :); + end + ptClouds(i) = pointCloud(xyzPoints, Color=colors(validIndex, :)); + end + + % Concatenate the point clouds + pointCloudsAll = pccat(ptClouds); + + figure + pcshow(pointCloudsAll,VerticalAxis="y", VerticalAxisDir="down"); + xlabel('X') + ylabel('Y') + zlabel('Z') +end + +%% Helper functions + +% helperImportTimestampFile Import time stamp file + +function timestamp = helperImportTimestampFile(filename) + % Input handling + dataLines = [4, Inf]; + + %% Set up the Import Options and import the data + opts = delimitedTextImportOptions("NumVariables", 2); + + % Specify range and delimiter + opts.DataLines = dataLines; + opts.Delimiter = " "; + + % Specify column names and types + opts.VariableNames = ["VarName1", "Var2"]; + opts.SelectedVariableNames = "VarName1"; + opts.VariableTypes = ["double", "string"]; + + % Specify file level properties + opts.ExtraColumnsRule = "ignore"; + opts.EmptyLineRule = "read"; + opts.ConsecutiveDelimitersRule = "join"; + opts.LeadingDelimitersRule = "ignore"; + + % Specify variable properties + opts = setvaropts(opts, "Var2", "WhitespaceRule", "preserve"); + opts = setvaropts(opts, "Var2", "EmptyFieldRule", "auto"); + + % Import the data + data = readtable(filename, opts); + + % Convert to output type + timestamp = table2array(data); +end + +% helperAlignTimestamp align time stamp of color and depth images. +function indexPairs = helperAlignTimestamp(timeColor, timeDepth) + idxDepth = 1; + indexPairs = zeros(numel(timeColor), 2); + for i = 1:numel(timeColor) + for j = idxDepth : numel(timeDepth) + if abs(timeColor(i) - timeDepth(j)) < 1e-4 + idxDepth = j; + indexPairs(i, :) = [i, j]; + break + elseif timeDepth(j) - timeColor(i) > 1e-3 + break + end + end + end + indexPairs = indexPairs(indexPairs(:,1)>0, :); +end + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, scaleFactor, numLevels) + + numPoints = 1000; + + % Detect ORB features + Igray = rgb2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperReconstructFromRGBD reconstruct scene from color and depth image. + +function [xyzPoints, validIndex] = helperReconstructFromRGBD(points, ... + depthMap, intrinsics, currPose, depthFactor) + + ptcloud = pcfromdepth(depthMap,depthFactor,intrinsics,ImagePoints=points, DepthRange=[0.1, 5]); + + isPointValid = ~isnan(ptcloud.Location(:, 1)); + xyzPoints = ptcloud.Location(isPointValid, :); + xyzPoints = transformPointsForward(currPose, xyzPoints); + validIndex = find(isPointValid); +end + +% helperCullRecentMapPoints cull recently added map points. +function [mapPointSet, mapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, mapPointsIdx, newPointIdx, rgbdMapPointsIndices) + outlierIdx = setdiff([newPointIdx; rgbdMapPointsIndices], mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + mapPointsIdx = mapPointsIdx - arrayfun(@(x) nnz(x>outlierIdx), mapPointsIdx); + end +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = 1: mapPointSet.Count + majorViewIds = mapPointSet.RepresentativeViewId(i); + tform = rigidtform3d(posesNew(majorViewIds).A/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end + +% CSV file creation for points within keyframe +function saveKeyFramePoints(dirPath, keyFrameId, featurePoints, mapPointsIdx) + % Ensure the directory exists + if ~exist(dirPath, 'dir') + mkdir(dirPath); + end + + % Define the filename for the CSV file + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, keyFrameId); + + % Extract pixel locations from the feature points + pixelLocations = featurePoints.Location; % This should be an Nx2 matrix + + % Combine the indices, pixel locations, and corresponding world points indices into one matrix + dataMatrix = [pixelLocations, mapPointsIdx]; % Concatenate horizontally + + % Write the combined data to a CSV file + writematrix(dataMatrix, csvFilename); +end diff --git a/src/main/java/vslam/worldPointSetOutput.mat b/src/main/java/vslam/worldPointSetOutput.mat new file mode 100644 index 0000000000000000000000000000000000000000..383fec4a6a1c781837ee0bf0e9b0d4aa65556141 Binary files /dev/null and b/src/main/java/vslam/worldPointSetOutput.mat differ diff --git a/target/classes/.DS_Store b/target/classes/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..bcc567b13ce12611ad4806d72e532f9ad2e84306 Binary files /dev/null and b/target/classes/.DS_Store differ diff --git a/target/classes/README 2.md b/target/classes/README 2.md new file mode 100644 index 0000000000000000000000000000000000000000..c93df4abbe8779abb9ad11834d608762c273d314 --- /dev/null +++ b/target/classes/README 2.md @@ -0,0 +1,15 @@ + +# Entry into System + +Things that are true: +1. A student should be able to build the system, then press run, then open a localhost and see the video and the point cloud of each object +2. A student should also be able to choose between different object and get information (need interactive display) +3. The entry needs to do the entire workflow + - get keyframes and featurepoints + - get objects from keyframes + - start object detection + - finish object detection and update database + - ping GUI server + - GUI server pulls information and displays point cloud to user + +TODO: function to process each frame within the ObjectSet \ No newline at end of file diff --git a/target/classes/README.md b/target/classes/README.md new file mode 100644 index 0000000000000000000000000000000000000000..c93df4abbe8779abb9ad11834d608762c273d314 --- /dev/null +++ b/target/classes/README.md @@ -0,0 +1,15 @@ + +# Entry into System + +Things that are true: +1. A student should be able to build the system, then press run, then open a localhost and see the video and the point cloud of each object +2. A student should also be able to choose between different object and get information (need interactive display) +3. The entry needs to do the entire workflow + - get keyframes and featurepoints + - get objects from keyframes + - start object detection + - finish object detection and update database + - ping GUI server + - GUI server pulls information and displays point cloud to user + +TODO: function to process each frame within the ObjectSet \ No newline at end of file diff --git a/target/classes/application 2.properties b/target/classes/application 2.properties new file mode 100644 index 0000000000000000000000000000000000000000..4a5c2635a3e493971d146497da0075134f6914fa --- /dev/null +++ b/target/classes/application 2.properties @@ -0,0 +1,2 @@ +server.port = 5555 +#spring.data.mongodb.uri = mongodb+srv://zanem:@cluster0.axhv9kg.mongodb.net/?retryWrites=true&w=majority&appName=Cluster0 \ No newline at end of file diff --git a/target/classes/application.properties b/target/classes/application.properties new file mode 100644 index 0000000000000000000000000000000000000000..4a5c2635a3e493971d146497da0075134f6914fa --- /dev/null +++ b/target/classes/application.properties @@ -0,0 +1,2 @@ +server.port = 5555 +#spring.data.mongodb.uri = mongodb+srv://zanem:@cluster0.axhv9kg.mongodb.net/?retryWrites=true&w=majority&appName=Cluster0 \ No newline at end of file diff --git a/target/classes/database/MongoDBInteraction.class b/target/classes/database/MongoDBInteraction.class new file mode 100644 index 0000000000000000000000000000000000000000..ad1989ee5cd63799f39e089923fb2792fe1c2f8c Binary files /dev/null and b/target/classes/database/MongoDBInteraction.class differ diff --git a/target/classes/extractedPoints 2.csv b/target/classes/extractedPoints 2.csv new file mode 100644 index 0000000000000000000000000000000000000000..482821170b96860c836ae47d6f7624d9469d8fb5 --- /dev/null +++ b/target/classes/extractedPoints 2.csv @@ -0,0 +1,365 @@ +-0.06900241,-0.3507448,1.033868 +-0.5094872,-0.335972,1.037024 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0000000000000000000000000000000000000000..c9c367cf6a2a479ed4cd9cf9e0eab30be340c575 Binary files /dev/null and b/target/classes/object_detection/ObjectDetector 2.class differ diff --git a/target/classes/object_detection/ObjectDetector.class b/target/classes/object_detection/ObjectDetector.class new file mode 100644 index 0000000000000000000000000000000000000000..c9c367cf6a2a479ed4cd9cf9e0eab30be340c575 Binary files /dev/null and b/target/classes/object_detection/ObjectDetector.class differ diff --git a/target/classes/object_detection/layout 2.md b/target/classes/object_detection/layout 2.md new file mode 100644 index 0000000000000000000000000000000000000000..e20177dae76513b4e6962c626a942c14f14e04bf --- /dev/null +++ b/target/classes/object_detection/layout 2.md @@ -0,0 +1,20 @@ + +Point: single feature +- modify x,y,z coordinates +- pointer to rep(s) + +PointSet: a single set of points that constitutes an object +- made of a set of points, and some k number of object reps +- object reps are chosen heuristically + - current ideas are to get middle most points, or corner most points as rep +- also update reps when adding points to a PointSet + +ObjectSet: group of objects <--> to/from database +- makeObject > instantiate HashSet of points +- find-set > return list of k reps +- union > combine two sets +- union-find > find and union together + +ObjectMart: disjoint set operations, that gets coordinates from source +- just a main function? +- getObject > get new set of coordinates, make-set on them, try union-find diff --git a/target/classes/object_detection/layout.md b/target/classes/object_detection/layout.md new file mode 100644 index 0000000000000000000000000000000000000000..e20177dae76513b4e6962c626a942c14f14e04bf --- /dev/null +++ b/target/classes/object_detection/layout.md @@ -0,0 +1,20 @@ + +Point: single feature +- modify x,y,z coordinates +- pointer to rep(s) + +PointSet: a single set of points that constitutes an object +- made of a set of points, and some k number of object reps +- object reps are chosen heuristically + - current ideas are to get middle most points, or corner most points as rep +- also update reps when adding points to a PointSet + +ObjectSet: group of objects <--> to/from database +- makeObject > instantiate HashSet of points +- find-set > return list of k reps +- union > combine two sets +- union-find > find and union together + +ObjectMart: disjoint set operations, that gets coordinates from source +- just a main function? +- getObject > get new set of coordinates, make-set on them, try union-find diff --git a/target/classes/object_detection/types/BoundingBox.class b/target/classes/object_detection/types/BoundingBox.class new file mode 100644 index 0000000000000000000000000000000000000000..97d18f0abaa395a2058eb975da5c2a00f3f94d8b Binary files /dev/null and b/target/classes/object_detection/types/BoundingBox.class differ diff --git a/target/classes/object_detection/types/ObjectSet.class b/target/classes/object_detection/types/ObjectSet.class new file mode 100644 index 0000000000000000000000000000000000000000..a2a27434fa7e83c172a2dc1de0a3a61467fbafb3 Binary files /dev/null and b/target/classes/object_detection/types/ObjectSet.class differ diff --git a/target/classes/object_detection/types/Point.class b/target/classes/object_detection/types/Point.class new file mode 100644 index 0000000000000000000000000000000000000000..f1581e84c4f62ddd245d243f2e1804b5b6c99c1f Binary files /dev/null and b/target/classes/object_detection/types/Point.class differ diff --git a/target/classes/object_detection/types/Point2D.class b/target/classes/object_detection/types/Point2D.class new file mode 100644 index 0000000000000000000000000000000000000000..1b4ac9f212bafbb5081f361e7e74769269ae4c13 Binary files /dev/null and b/target/classes/object_detection/types/Point2D.class differ diff --git a/target/classes/object_detection/types/PointSet.class b/target/classes/object_detection/types/PointSet.class new file mode 100644 index 0000000000000000000000000000000000000000..789ad4f59bc1c90e45a4a5613f954cd3d70aeeca Binary files /dev/null and b/target/classes/object_detection/types/PointSet.class differ diff --git a/target/classes/templates/html/index.html b/target/classes/templates/html/index.html new file mode 100644 index 0000000000000000000000000000000000000000..ad4a36d45fdd57432ac830eb245a9ac8de8b3a45 --- /dev/null +++ b/target/classes/templates/html/index.html @@ -0,0 +1,30 @@ + + + + + + VSlam + + + + + + +

Visual Simultaneous Localization and Mapping (VSLAM) is the process of taking camera feed, as well as its position, and building a map of the current local world, specifically using visual input. This project uses this process, and builds upon it by also tracking objects within a frame. In this comes two problems: object detection, and then subsequent mapping and tracking of objects within a 3D space. For more information go here

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Press the button below to start the workflow and view the output

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+ +
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+

Select An Object To View Point Cloud With That Object Highlighted

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point cloud can be manipulated through rotate and zoom

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+
+ + + + + + diff --git a/target/classes/templates/js/app.js b/target/classes/templates/js/app.js new file mode 100644 index 0000000000000000000000000000000000000000..2ac1825de39da991bfba1b760d4678512b9a04f1 --- /dev/null +++ b/target/classes/templates/js/app.js @@ -0,0 +1,71 @@ +async function fetchImageAndObjects() { + try { + const response = await fetch('http://127.0.0.1:5555/api/getObjects'); + if (!response.ok) { + throw new Error('Failed to fetch image and objects'); + } + const data = await response.json(); + + displayImageAndObjects(data.objects); + } catch (error) { + console.error(error); + } +} + +function displayImageAndObjects(objects) { + const objectsContainer = document.getElementById('objectsContainer'); + const container = document.getElementById('resultContainer'); + + // Create a list for objects + const objectsList = document.createElement('ul'); + objects.forEach(object => { + const objectButton = document.createElement('button'); + objectButton.textContent = object; + // Add event listener to each button + objectButton.addEventListener('click', () => { + // You can define what happens when the button is clicked + drawPointCloud(object); + }); + const objectItem = document.createElement('li'); + objectItem.appendChild(objectButton); + objectsList.appendChild(objectItem); + }); + + // Append objects list to the objects container + objectsContainer.appendChild(objectsList); + + container.style.visibility = "visible"; +} + + +// selecting loading div +const loader = document.querySelector("#loading"); + +// showing loading +function displayLoading() { + loader.classList.add("display"); +} + +// hiding loading +function hideLoading() { + loader.classList.remove("display"); +} + +async function startWorkflow(){ + const startButton = document.getElementById("process"); + startButton.style.display = "none"; + displayLoading(); + try { + const response = await fetch('http://127.0.0.1:5555/runProcess'); + if (!response.ok) { + throw new Error('Failed to fetch image and objects'); + } + const data = await response; + console.log(data); + hideLoading(); + } catch (error) { + console.error(error); + } + fetchImageAndObjects(); + +} diff --git a/target/classes/templates/js/pointCloud.js b/target/classes/templates/js/pointCloud.js new file mode 100644 index 0000000000000000000000000000000000000000..308687971ada84925dc77d653afae1c687e5ab10 --- /dev/null +++ b/target/classes/templates/js/pointCloud.js @@ -0,0 +1,139 @@ +async function drawPointCloud(object) { + await fetch('http://127.0.0.1:5555/getJSON') + .then(response => response.json()) + .then(responseText => { + let pointCloudData = parseJSONToPointCloud(responseText, object); + + // Use three.js to render the point cloud + let scene = new THREE.Scene(); + let camera = new THREE.PerspectiveCamera(75, window.innerWidth / window.innerHeight, 0.1, 1000); + let renderer = new THREE.WebGLRenderer(); + renderer.setSize(window.innerWidth, window.innerHeight); + document.body.appendChild(renderer.domElement); + + // Create a buffer geometry and add the point cloud data + let geometry = new THREE.BufferGeometry(); + geometry.setAttribute('position', new THREE.Float32BufferAttribute(new Float32Array(pointCloudData.positions), 3)); + geometry.setAttribute('color', new THREE.Float32BufferAttribute(new Float32Array(pointCloudData.colors), 3)); + + let material = new THREE.PointsMaterial({ vertexColors: true, size: 0.005 }); + + let pointCloud = new THREE.Points(geometry, material); + scene.add(pointCloud); + + camera.position.z = 2; + + let angleX = 0; + let angleY = 0; + + // Handle user interaction for rotation + let isDragging = false; + let previousMousePosition = { + x: 0, + y: 0 + }; + + // Add event listeners to renderer's DOM element + renderer.domElement.addEventListener("mousedown", (event) => { + isDragging = true; + previousMousePosition = { + x: event.clientX, + y: event.clientY + }; + }); + + renderer.domElement.addEventListener("mousemove", (event) => { + if (isDragging) { + let deltaX = event.clientX - previousMousePosition.x; + let deltaY = event.clientY - previousMousePosition.y; + + angleY += deltaX * 0.01; + angleX += deltaY * 0.01; + + pointCloud.rotation.y = angleY; + pointCloud.rotation.x = angleX; + + previousMousePosition = { + x: event.clientX, + y: event.clientY + }; + + renderer.render(scene, camera); + } + }); + + renderer.domElement.addEventListener("mouseup", () => { + isDragging = false; + }); + + let zoomFactor = 1; // Initial zoom level + + const zoomSensitivity = 0.01; // Adjust zoom sensitivity as needed + + renderer.domElement.addEventListener("wheel", (event) => { + event.preventDefault(); + + zoomFactor += event.deltaY * zoomSensitivity; + zoomFactor = Math.max(0.1, zoomFactor); // Enforce minimum zoom level + camera.position.z = camera.initialPosition.z / zoomFactor; + renderer.render(scene, camera); + }); + + camera.initialPosition = { z: camera.position.z }; // Store initial position + + function animate() { + requestAnimationFrame(animate); + renderer.render(scene, camera); + } + + animate(); + + function parseJSONToPointCloud(jsonObject, target) { + // Initialize point cloud data + let positions = []; + let colors = []; + + // Check if the object name exists in the JSON + if (target in jsonObject || target == null) { + + for (let objectKey in jsonObject) { + let object = jsonObject[objectKey]['pset']; + + // Loop through each coordinate in the object + for (let i = 0; i < object.length; i++) { + let coordinate = object[i]; + + // Extract x, y, z values + let x = coordinate['x']; + let y = coordinate['y']; + let z = coordinate['z']; + let r,g,b; + + if(objectKey == target){ + console.log(target); + r = 1; // Red component + g = 0; // Green component + b = 0; // Blue component + } else { + r = 1; + g = 1; + b = 1; + } + + // Push to positions list + positions.push(x, y, z ); + colors.push(r,g,b); + } + } + + } else { + console.error(`Object '${object}' not found in JSON.`); + } + + return { positions: positions, colors: colors }; + } + }) + .catch(error => { + console.error('Error loading JSON:', error); + }); +} \ No newline at end of file diff --git a/target/classes/templates/style/main.css b/target/classes/templates/style/main.css new file mode 100644 index 0000000000000000000000000000000000000000..24a5bdcb31b5da8e72e871c379d69c6d6eaf3066 --- /dev/null +++ b/target/classes/templates/style/main.css @@ -0,0 +1,72 @@ +html { + height: 100%; +} + +body { + margin: 10px; +} +canvas { + display: block; +} + +body { + font-family: Arial, sans-serif; + margin: 20px; +} + +#resultContainer +{ + visibility: hidden; +} + +.container { + display: flex; + justify-content: space-between; +} + +.image-container { + flex: 1; + margin-right: 20px; +} + +.objects-container { + flex: 1; +} + +img { + max-width: 100%; + height: auto; +} + +ul { + list-style-type: none; + padding-left: 0; +} + +li { + margin-bottom: 5px; +} + +/* creating css loader */ + +#loading { + width: 2rem; + height: 2rem; + border: 5px solid #f3f3f3; + border-top: 6px solid #9c41f2; + border-radius: 100%; + margin: auto; + visibility: hidden; + animation: spin 1s infinite linear; +} +#loading.display { + visibility: visible; +} +@keyframes spin { + from { + transform: rotate(0deg); + } + to { + transform: rotate(360deg); + } +} diff --git a/target/classes/top/BackendJava 2.class b/target/classes/top/BackendJava 2.class new file mode 100644 index 0000000000000000000000000000000000000000..bf825e3741abf576b6a5eda3b329f317bd553a9a Binary files /dev/null and b/target/classes/top/BackendJava 2.class differ diff --git a/target/classes/top/BackendJava$BackendService 2.class b/target/classes/top/BackendJava$BackendService 2.class new file mode 100644 index 0000000000000000000000000000000000000000..dc2763604dc33173b2e6062cefd3460fb8390fbb Binary files /dev/null and b/target/classes/top/BackendJava$BackendService 2.class differ diff 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a/target/classes/top/BackendJava$WebMvcConfig 2.class b/target/classes/top/BackendJava$WebMvcConfig 2.class new file mode 100644 index 0000000000000000000000000000000000000000..fd34d8c5fa7f0eda5e246d7ac8f2b395d51091f3 Binary files /dev/null and b/target/classes/top/BackendJava$WebMvcConfig 2.class differ diff --git a/target/classes/top/BackendJava$WebMvcConfig.class b/target/classes/top/BackendJava$WebMvcConfig.class new file mode 100644 index 0000000000000000000000000000000000000000..fd34d8c5fa7f0eda5e246d7ac8f2b395d51091f3 Binary files /dev/null and b/target/classes/top/BackendJava$WebMvcConfig.class differ diff --git a/target/classes/top/BackendJava.class b/target/classes/top/BackendJava.class new file mode 100644 index 0000000000000000000000000000000000000000..bf825e3741abf576b6a5eda3b329f317bd553a9a Binary files /dev/null and b/target/classes/top/BackendJava.class differ diff --git a/target/classes/vslam/.DS_Store b/target/classes/vslam/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..2e11003f50bd8ea5dfa39826fd8eb50111ba0a94 Binary files /dev/null and b/target/classes/vslam/.DS_Store differ diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0003.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0003.csv new file mode 100644 index 0000000000000000000000000000000000000000..056a5a481db43a670686bb63678f4e4fed5de8c9 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0003.csv @@ -0,0 +1,15 @@ +Class,Confidence,X,Y,Width,Height +chair,0.993455,49,263,216,217 +bottle,0.943588,374,139,20,54 +bottle,0.914840,202,40,26,74 +bottle,0.900759,177,35,26,72 +bottle,0.880150,348,124,20,70 +chair,0.863159,392,234,151,200 +bottle,0.847367,398,147,16,41 +book,0.843019,261,212,67,39 +bottle,0.777080,301,33,27,81 +book,0.741183,198,146,23,73 +cup,0.657321,543,203,22,27 +book,0.614862,214,146,24,73 +book,0.594223,232,147,15,71 +book,0.568934,186,146,20,73 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0004.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0004.csv new file mode 100644 index 0000000000000000000000000000000000000000..30375fbc12f97202b928ebb57a7bdb172441bbf4 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0004.csv @@ -0,0 +1,14 @@ +Class,Confidence,X,Y,Width,Height +chair,0.989348,55,264,221,216 +bottle,0.972833,191,33,26,69 +bottle,0.915706,299,24,21,82 +bottle,0.913090,166,28,27,74 +bottle,0.910639,366,133,21,51 +book,0.910017,259,206,65,38 +chair,0.869248,393,216,138,205 +bottle,0.775094,388,139,15,40 +bottle,0.756660,288,25,14,80 +book,0.742734,180,144,24,69 +bottle,0.732562,340,121,20,66 +book,0.670628,193,140,34,74 +cup,0.655761,533,191,23,25 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0005.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0005.csv new file mode 100644 index 0000000000000000000000000000000000000000..a5953adcc99a2029e220292681b9da4a8bb7d599 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0005.csv @@ -0,0 +1,15 @@ +Class,Confidence,X,Y,Width,Height +chair,0.987287,115,273,198,206 +book,0.951032,294,210,58,38 +chair,0.945227,420,225,151,189 +bottle,0.933776,222,41,25,73 +cup,0.924748,551,193,22,25 +bottle,0.898357,318,33,21,77 +bottle,0.856866,194,37,24,70 +bottle,0.796510,384,137,23,50 +book,0.795472,231,147,25,72 +bottle,0.786705,408,143,14,40 +book,0.679131,217,148,21,72 +book,0.622862,254,147,16,71 +bottle,0.620367,312,33,15,76 +diningtable,0.505527,77,126,561,229 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0006.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0006.csv new file mode 100644 index 0000000000000000000000000000000000000000..e06a073135dc9ce4544c0e41637ce08a1c639fdb --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0006.csv @@ -0,0 +1,14 @@ +Class,Confidence,X,Y,Width,Height +chair,0.986703,195,240,177,234 +bottle,0.973417,270,3,25,75 +chair,0.964182,457,185,177,194 +cup,0.893079,594,160,23,25 +bottle,0.885799,357,-1,18,75 +bottle,0.853597,370,0,23,79 +book,0.795398,347,179,53,35 +bottle,0.787510,434,105,18,51 +book,0.762133,274,113,39,73 +bottle,0.711928,240,0,23,73 +bottle,0.602570,407,89,20,68 +book,0.566506,267,114,18,68 +book,0.529085,304,114,14,70 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0007.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0007.csv new file mode 100644 index 0000000000000000000000000000000000000000..45114905023d106501f01be0bfc39a00fd19cc72 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0007.csv @@ -0,0 +1,14 @@ +Class,Confidence,X,Y,Width,Height +chair,0.980962,232,274,177,199 +bottle,0.974138,285,-1,29,86 +bottle,0.873482,455,104,22,56 +chair,0.870026,485,191,155,202 +bottle,0.839144,375,-2,22,76 +bottle,0.804067,393,0,25,78 +book,0.786843,378,190,57,38 +bottle,0.779136,252,2,24,77 +book,0.682283,297,119,29,83 +bottle,0.607538,426,91,30,74 +bottle,0.599189,472,107,12,46 +book,0.544751,318,119,20,81 +book,0.516700,286,123,17,67 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0008.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0008.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0f107a5e17e249160ed220d7a76397283fe2919 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0008.csv @@ -0,0 +1,12 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.956396,377,29,24,95 +bottle,0.951447,356,29,24,91 +bottle,0.934471,265,44,32,92 +bottle,0.785467,231,41,24,87 +chair,0.766622,247,362,191,117 +book,0.730273,374,240,69,40 +book,0.706878,316,170,20,85 +chair,0.683852,481,232,159,211 +bottle,0.637819,419,131,20,80 +book,0.633563,281,171,28,82 +book,0.509863,296,169,30,87 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0009.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0009.csv new file mode 100644 index 0000000000000000000000000000000000000000..41a818fd58721e2848fbc2d5a3bdb9b54b146deb --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0009.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.989392,321,35,27,97 +bottle,0.979705,345,33,26,102 +bottle,0.936430,226,52,37,101 +book,0.931039,349,264,83,49 +cup,0.898504,582,196,29,30 +bottle,0.826991,413,160,22,61 +bottle,0.783535,182,44,30,102 +book,0.601428,246,194,67,91 +book,0.591419,285,189,26,97 +book,0.563663,233,201,27,91 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0010.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0010.csv new file mode 100644 index 0000000000000000000000000000000000000000..05d0fd582d0b58e3aa9de541a55ed80977a09325 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0010.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.989190,298,-2,29,110 +bottle,0.979452,325,-1,30,114 +bottle,0.972495,195,23,44,117 +book,0.946781,343,250,99,62 +book,0.830862,231,185,57,116 +book,0.697451,257,179,49,110 +bottle,0.663523,139,14,40,108 +book,0.535742,215,195,32,111 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0011.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0011.csv new file mode 100644 index 0000000000000000000000000000000000000000..e4ba9a438efae215b80f1499a3615765d4f3dc17 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0011.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.987451,193,36,48,124 +bottle,0.977778,287,14,31,114 +bottle,0.975147,319,12,30,119 +book,0.958766,350,272,119,68 +book,0.830124,251,203,61,132 +book,0.776551,222,224,42,118 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0012.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0012.csv new file mode 100644 index 0000000000000000000000000000000000000000..3869913a12b6cf3db491e7cd8388ed4be15e3a48 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0012.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.992835,307,-1,31,115 +bottle,0.963762,223,2,51,143 +bottle,0.960663,340,0,34,116 +book,0.879273,378,259,125,68 +book,0.790902,276,186,68,150 +chair,0.687933,462,258,177,175 +scissors,0.569565,446,228,26,30 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0013.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0013.csv new file mode 100644 index 0000000000000000000000000000000000000000..694560bfba54245199307e288a846aeebbbcfc1d --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0013.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.975009,388,2,37,124 +bottle,0.948660,355,3,34,116 +bottle,0.918266,299,19,45,132 +book,0.912712,424,261,123,65 +book,0.720314,329,201,49,131 +scissors,0.663079,484,230,25,28 +book,0.652247,351,187,53,144 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0014.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0014.csv new file mode 100644 index 0000000000000000000000000000000000000000..8f9c2601cc8e0755805e3ef22fb5d3ed0f693275 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0014.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.982068,405,27,35,107 +bottle,0.977063,374,26,33,103 +bottle,0.914378,348,40,29,119 +book,0.828439,442,260,103,56 +book,0.773026,379,196,34,124 +book,0.700694,365,212,29,112 +chair,0.649578,454,405,184,75 +book,0.578206,395,194,29,109 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0015.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0015.csv new file mode 100644 index 0000000000000000000000000000000000000000..603c223a84b64bdbf37ee387cb6a97805ffbde13 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0015.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.956232,432,15,34,108 +bottle,0.833740,410,19,22,94 +book,0.722502,428,174,31,118 +book,0.641357,410,191,31,107 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0016.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0016.csv new file mode 100644 index 0000000000000000000000000000000000000000..140647d3636ceab34c1e2053f769d7edd83bf46a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0016.csv @@ -0,0 +1,3 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.669045,423,21,33,103 +book,0.610651,418,178,31,111 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0017.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0017.csv new file mode 100644 index 0000000000000000000000000000000000000000..bc88505bf9bd169b6d6ca9b4c51402df66fb8f8e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0017.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +chair,0.900084,476,272,164,204 +bottle,0.832877,383,15,20,86 +book,0.776666,389,161,38,117 +chair,0.514597,518,141,72,182 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0018.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0018.csv new file mode 100644 index 0000000000000000000000000000000000000000..b488e910a93438782cac206530565ba547b69d35 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0018.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +chair,0.912043,470,254,173,222 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0019.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0019.csv new file mode 100644 index 0000000000000000000000000000000000000000..1f72d25a42909714963b7e527873efdafe0525be --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0019.csv @@ -0,0 +1,3 @@ +Class,Confidence,X,Y,Width,Height +chair,0.926111,473,244,168,233 +chair,0.540201,488,133,50,95 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0020.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0020.csv new file mode 100644 index 0000000000000000000000000000000000000000..c42e95dc7a6d93f7a766eacfadaeac2553806ca9 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0020.csv @@ -0,0 +1,3 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.902670,124,59,64,104 +chair,0.791025,475,223,169,253 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0021.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0021.csv new file mode 100644 index 0000000000000000000000000000000000000000..73877f4cc362f9d244bb1f54caf12d90f4af5d30 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0021.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.925145,118,95,74,101 +tvmonitor,0.840341,198,96,69,119 +tvmonitor,0.759917,16,-1,82,41 +chair,0.709732,491,261,149,199 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0022.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0022.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c8b5c3564ccd00d5d5f86f73d8872bc41be91a9 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0022.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.963351,102,89,81,107 +chair,0.734046,483,220,158,241 +chair,0.653522,462,124,36,66 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0023.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0023.csv new file mode 100644 index 0000000000000000000000000000000000000000..e772f0252777fbfe89e4ce17286759f5369adb47 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0023.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.788030,103,84,74,101 +sports ball,0.707112,297,436,86,43 +chair,0.654212,478,206,163,233 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0024.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0024.csv new file mode 100644 index 0000000000000000000000000000000000000000..ddab64e61e7befdca657180dd4b483aa2d61292e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0024.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.904092,88,72,83,115 +tvmonitor,0.893758,200,70,63,116 +chair,0.821487,474,205,167,214 +chair,0.776018,449,107,40,66 +book,0.590785,142,191,92,36 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0025.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0025.csv new file mode 100644 index 0000000000000000000000000000000000000000..607ce30264734ff22640f9ec9842548d58ee212f --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0025.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +tvmonitor,0.894847,196,70,49,119 +teddy bear,0.887727,54,79,85,122 +chair,0.839651,472,141,169,244 +bowl,0.724955,331,415,83,64 +chair,0.642681,-1,222,80,249 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0026.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0026.csv new file mode 100644 index 0000000000000000000000000000000000000000..39313cd9b78996203954418fd07e4235724eb40b --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0026.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.956077,2,94,90,120 +chair,0.833243,445,152,180,228 +mouse,0.745801,77,270,38,21 +bowl,0.503701,319,421,83,59 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0027.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0027.csv new file mode 100644 index 0000000000000000000000000000000000000000..fcf21ac432e837ff06353059ac4f2f372192eb57 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0027.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.981039,85,261,38,22 +chair,0.929443,432,130,167,219 +keyboard,0.882909,99,205,46,55 +teddy bear,0.644617,1,92,66,125 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0028.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0028.csv new file mode 100644 index 0000000000000000000000000000000000000000..bebee24abef8d9b3d6c33484bfba3f2a6d513c5c --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0028.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.969620,104,287,39,22 +chair,0.865850,434,163,155,209 +keyboard,0.755108,102,231,70,51 +teddy bear,0.535001,-1,114,58,119 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0029.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0029.csv new file mode 100644 index 0000000000000000000000000000000000000000..89b7782fe8cd05ef6121dd881f5d9a621eb39dd7 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0029.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.992161,190,274,36,21 +teddy bear,0.940446,14,101,99,119 +chair,0.867481,-1,283,167,197 +keyboard,0.862832,174,215,73,55 +book,0.592142,213,182,53,25 +chair,0.523947,499,153,136,208 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0030.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0030.csv new file mode 100644 index 0000000000000000000000000000000000000000..cbd86fb47f2ec02520082db4f694aa04d8cf0f2f --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0030.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.984722,239,244,35,21 +chair,0.970274,2,249,191,231 +teddy bear,0.680452,22,77,111,120 +chair,0.675579,539,118,99,209 +tvmonitor,0.549494,279,61,68,113 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0031.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0031.csv new file mode 100644 index 0000000000000000000000000000000000000000..a36bf84d49f9618e0daf5e031357bdd29329e874 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0031.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.984592,219,276,35,22 +keyboard,0.976352,173,220,85,52 +chair,0.917676,1,297,179,181 +chair,0.813675,507,118,100,202 +tvmonitor,0.757510,235,88,80,116 +teddy bear,0.717264,0,126,83,118 +tvmonitor,0.683940,159,85,39,74 +mouse,0.517078,128,192,24,11 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0032.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0032.csv new file mode 100644 index 0000000000000000000000000000000000000000..f8ff5211dee768e590c125a9e42547d037e3519b --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0032.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.992929,193,273,37,24 +keyboard,0.963473,131,220,104,51 +chair,0.869201,479,93,83,198 +tvmonitor,0.861603,99,74,54,90 +tvmonitor,0.770101,184,75,106,129 +keyboard,0.696463,81,158,53,32 +chair,0.645142,1,309,173,170 +book,0.554015,87,188,78,47 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0033.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0033.csv new file mode 100644 index 0000000000000000000000000000000000000000..d5fd5b3a2b65c8fe4a25cab0b7a9518ba3ee5685 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0033.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.991998,156,266,40,25 +mouse,0.880259,11,181,32,13 +keyboard,0.868838,79,205,121,58 +chair,0.852375,442,59,73,203 +tvmonitor,0.674498,129,47,121,143 +bottle,0.628045,211,176,28,66 +book,0.523286,28,173,82,45 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0034.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0034.csv new file mode 100644 index 0000000000000000000000000000000000000000..c8bdb4b916ff16dc6fc9319ad5c0404c1397be86 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0034.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.986446,147,318,45,31 +keyboard,0.971920,43,255,136,60 +tvmonitor,0.809121,0,93,39,98 +bottle,0.794709,200,217,30,68 +chair,0.744132,431,82,50,75 +tvmonitor,0.730553,91,82,144,162 +book,0.641214,52,197,85,44 +book,0.555855,2,237,73,49 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0035.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0035.csv new file mode 100644 index 0000000000000000000000000000000000000000..56cdec749399c972df1b27284dd2cacd8573676d --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0035.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.976882,83,342,50,37 +tvmonitor,0.882500,4,81,178,178 +keyboard,0.871566,0,276,125,67 +bottle,0.866682,140,228,37,81 +chair,0.587082,383,88,36,79 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0036.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0036.csv new file mode 100644 index 0000000000000000000000000000000000000000..3dabc0044f38fb70f8c36d2c15b89a824cab6aa0 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0036.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.973950,52,373,52,42 +bottle,0.883179,108,254,36,81 +chair,0.663597,362,99,23,76 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0037.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0037.csv new file mode 100644 index 0000000000000000000000000000000000000000..96248af70786c4b590084846a7051868c5a70e0a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0037.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.993808,42,406,56,50 +bottle,0.980036,94,276,43,90 +tvmonitor,0.784195,-2,123,146,188 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0038.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0038.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e27c7c9c136c6b316274a000dd80b0578dfd6dd --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0038.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.986761,66,275,47,89 +mouse,0.969147,15,416,59,56 +book,0.594914,118,212,110,53 +refrigerator,0.580960,322,1,106,95 +book,0.524686,195,201,104,61 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0039.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0039.csv new file mode 100644 index 0000000000000000000000000000000000000000..1a638adba228ce020aa25241d72dbdc84217a16d --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0039.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.986236,119,263,44,96 +mouse,0.972827,69,416,58,63 +tvmonitor,0.851170,-1,75,172,221 +keyboard,0.713300,1,344,93,82 +bowl,0.685524,272,182,56,37 +book,0.634608,259,189,134,66 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0040.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0040.csv new file mode 100644 index 0000000000000000000000000000000000000000..f4b6811d87d324937989dcbe73a64350b360c264 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0040.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.957150,185,257,46,106 +mouse,0.911916,128,417,62,63 +keyboard,0.812038,-1,323,160,96 +tvmonitor,0.775998,0,35,235,266 +cup,0.734770,354,187,62,41 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0041.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0041.csv new file mode 100644 index 0000000000000000000000000000000000000000..4754199f604a32265f3a87925f4049aee9f8a828 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0041.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.984894,-4,301,218,130 +tvmonitor,0.959247,26,30,279,280 +bottle,0.942808,246,267,45,115 +cup,0.679165,436,203,61,45 +mouse,0.663779,183,434,60,45 +book,0.648429,0,211,86,70 +book,0.531909,341,211,136,79 +book,0.509473,405,207,174,85 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0042.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0042.csv new file mode 100644 index 0000000000000000000000000000000000000000..a6dd5f6164b36bcf0588507a221bd44b755f76e0 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0042.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.976407,280,273,43,123 +keyboard,0.966962,1,300,235,149 +tvmonitor,0.952347,55,22,289,297 +book,0.806716,0,210,113,73 +book,0.633650,374,219,154,85 +cup,0.603149,482,211,69,49 +book,0.558447,459,225,176,86 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0043.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0043.csv new file mode 100644 index 0000000000000000000000000000000000000000..67e553149bf37de4deb6d20cd23ac3bad6c72f1b --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0043.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.991141,4,309,256,152 +bottle,0.988393,305,283,43,125 +tvmonitor,0.970371,75,21,296,321 +book,0.778317,5,211,130,72 +bowl,0.548918,518,221,82,48 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0044.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0044.csv new file mode 100644 index 0000000000000000000000000000000000000000..7dcb9ee2974e903b12cc921ce5f4bd393d5341e3 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0044.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.987591,333,289,43,124 +keyboard,0.987158,18,305,266,158 +tvmonitor,0.973989,109,13,304,312 +book,0.895736,30,205,129,73 +book,0.712317,-1,243,74,92 +book,0.532727,448,228,173,125 +mouse,0.525104,0,393,14,55 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0045.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0045.csv new file mode 100644 index 0000000000000000000000000000000000000000..81d4154b50dfcb863d28170cec74bf4e3729ba20 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0045.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.989469,373,288,49,127 +keyboard,0.978571,56,286,268,172 +book,0.950365,66,185,128,73 +book,0.756474,0,211,108,112 +book,0.580215,-1,273,114,74 +tvmonitor,0.570498,161,7,319,319 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0046.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0046.csv new file mode 100644 index 0000000000000000000000000000000000000000..e6b7a633fac640d36c1694a1bad29dace1815c45 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0046.csv @@ -0,0 +1,12 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.994249,-1,161,53,24 +keyboard,0.992726,136,243,281,208 +keyboard,0.990268,-2,76,105,74 +bottle,0.982657,468,274,76,142 +mouse,0.925691,70,156,63,25 +tvmonitor,0.912880,251,-1,388,325 +book,0.904989,27,167,164,109 +tvmonitor,0.891693,33,0,98,92 +book,0.794541,153,143,128,73 +book,0.705981,57,231,135,54 +mouse,0.518463,79,320,49,50 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0047.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0047.csv new file mode 100644 index 0000000000000000000000000000000000000000..2e241329f425d6d60973c15e8f783e0b5b484a30 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0047.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.986461,108,155,50,23 +keyboard,0.956256,242,256,288,217 +tvmonitor,0.956031,367,-4,271,377 +book,0.931906,139,169,159,100 +book,0.857453,258,149,127,73 +mouse,0.856831,185,321,47,50 +tvmonitor,0.668790,152,-1,93,97 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0048.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0048.csv new file mode 100644 index 0000000000000000000000000000000000000000..dba924887f79876464b677d5210a74831b08afcf --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0048.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.970629,161,179,48,23 +tvmonitor,0.932175,414,-5,225,377 +book,0.913494,307,176,123,73 +book,0.881489,190,194,154,101 +keyboard,0.847220,287,286,345,195 +tvmonitor,0.586018,203,1,101,121 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0049.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0049.csv new file mode 100644 index 0000000000000000000000000000000000000000..58e94365638add60f8c81f7d0dfc7cb10493f035 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0049.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.996182,357,306,282,170 +keyboard,0.995689,217,118,99,69 +mouse,0.991718,224,195,48,22 +tvmonitor,0.937791,486,-3,153,375 +book,0.933482,256,215,156,95 +book,0.927526,374,196,131,75 +teddy bear,0.856052,-1,49,124,222 +chair,0.526166,-3,148,193,293 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0050.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0050.csv new file mode 100644 index 0000000000000000000000000000000000000000..5bf319c604ebe003bcca7cf17d7e06d9128e5597 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0050.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997539,412,311,226,168 +keyboard,0.997217,214,141,107,68 +mouse,0.993241,243,221,47,23 +book,0.951588,288,228,160,106 +book,0.855667,400,203,115,77 +tvmonitor,0.827005,504,5,135,358 +mouse,0.770092,312,218,52,25 +tvmonitor,0.727272,257,12,107,143 +book,0.536002,318,295,133,47 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0051.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0051.csv new file mode 100644 index 0000000000000000000000000000000000000000..c4b9c2779aee96c781448349ffdedcd03caf1430 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0051.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.998304,182,151,125,66 +mouse,0.987546,241,230,46,24 +keyboard,0.986786,443,291,196,150 +tvmonitor,0.945330,493,5,145,311 +book,0.936693,305,225,152,102 +tvmonitor,0.928863,219,22,111,138 +book,0.828512,396,190,106,71 +mouse,0.664809,312,218,44,26 +chair,0.569753,-1,163,216,311 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0052.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0052.csv new file mode 100644 index 0000000000000000000000000000000000000000..0163e791900ebe3149ad91208ac9ad99d4cd317a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0052.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997656,151,154,135,58 +mouse,0.992243,238,226,42,28 +keyboard,0.991058,463,263,176,96 +tvmonitor,0.955044,169,17,125,135 +book,0.927136,314,203,151,112 +tvmonitor,0.927015,470,-4,170,276 +book,0.651802,387,167,93,64 +chair,0.625205,0,206,212,266 +mouse,0.571924,309,206,38,26 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0053.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0053.csv new file mode 100644 index 0000000000000000000000000000000000000000..06c44e82f45673307e76074e2533d050e7f29289 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0053.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.997503,194,215,42,29 +keyboard,0.995452,76,148,151,54 +keyboard,0.995075,433,229,206,78 +tvmonitor,0.942724,416,-1,224,216 +book,0.926410,280,183,142,98 +tvmonitor,0.864124,76,4,155,131 +book,0.608683,261,128,100,58 +cell phone,0.504619,267,187,33,36 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0054.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0054.csv new file mode 100644 index 0000000000000000000000000000000000000000..97cf2fe0c3ebc3fc4c16bc112763dc038c835a48 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0054.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.998064,233,222,43,33 +keyboard,0.996474,95,147,166,63 +keyboard,0.992272,503,241,137,76 +book,0.892637,337,189,150,108 +tvmonitor,0.892488,468,-2,172,221 +tvmonitor,0.731381,91,1,172,135 +book,0.594573,297,130,103,58 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0055.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0055.csv new file mode 100644 index 0000000000000000000000000000000000000000..1228443060e5afe91aea622dbbcaabd2d3b4cf1f --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0055.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.997529,183,272,51,44 +keyboard,0.995232,484,272,154,80 +keyboard,0.989084,7,191,207,65 +tvmonitor,0.892294,0,-1,208,170 +tvmonitor,0.839755,436,0,209,225 +book,0.794489,306,231,161,129 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0056.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0056.csv new file mode 100644 index 0000000000000000000000000000000000000000..6bad592b6927f86d2622b29f3b67739a34f49d94 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0056.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.997361,126,309,52,53 +keyboard,0.992701,446,275,191,90 +keyboard,0.991297,1,232,143,61 +tvmonitor,0.963257,387,0,253,214 +tvmonitor,0.862737,-1,16,142,190 +book,0.677432,273,250,152,133 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0057.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0057.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ad1148afbac5b9944b00a350f408f7493cdae2c --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0057.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.997904,49,329,66,66 +keyboard,0.980856,0,237,76,71 +keyboard,0.977580,415,265,226,122 +tvmonitor,0.926325,343,-2,300,196 +tvmonitor,0.720451,0,0,64,229 +book,0.652749,243,257,148,157 +orange,0.602857,481,415,69,55 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0058.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0058.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a0ecc437177259fcf5f9df943f13e78540b25f7 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0058.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.998642,24,335,79,74 +keyboard,0.963408,0,218,72,83 +keyboard,0.961810,443,333,197,114 +tvmonitor,0.956909,377,-2,262,275 +book,0.787308,273,284,141,179 +tvmonitor,0.721229,1,0,67,219 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0059.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0059.csv new file mode 100644 index 0000000000000000000000000000000000000000..56bfe1ad86066a5a4137ee662e8928546756a12d --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0059.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.990767,119,307,78,69 +keyboard,0.932575,0,128,193,141 +tvmonitor,0.776644,-2,-1,203,163 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0060.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0060.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd8544564a0d5fc5972a6dc8cc6b5b8ef7b6e8e5 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0060.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.966170,187,292,78,65 +tvmonitor,0.911748,64,-2,228,136 +keyboard,0.845111,25,113,245,130 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0061.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0061.csv new file mode 100644 index 0000000000000000000000000000000000000000..7126e117d332869917911aaceeede403715e435a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0061.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.997089,274,310,79,60 +keyboard,0.995719,140,115,221,151 +tvmonitor,0.866134,188,-2,245,161 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0062.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0062.csv new file mode 100644 index 0000000000000000000000000000000000000000..f7bbefa6b1f68310c08f1d68d2ac6ac29ec1da41 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0062.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.976677,211,111,230,164 +mouse,0.966137,351,327,80,61 +tvmonitor,0.525676,279,-3,273,169 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0063.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0063.csv new file mode 100644 index 0000000000000000000000000000000000000000..6bd3d4146fdb150056c7c5d6dfe040bd262a955a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0063.csv @@ -0,0 +1,3 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.841019,294,125,234,188 +tvmonitor,0.698901,365,1,272,271 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0064.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0064.csv new file mode 100644 index 0000000000000000000000000000000000000000..6bd0f82e111476005f4a18637a786ff57a7ebed1 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0064.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.841598,496,423,98,57 +tvmonitor,0.770743,433,-2,207,291 +teddy bear,0.646202,0,-6,251,493 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0065.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0065.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b252df315fc24a2d3fc1e5eee865776d933d386 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0065.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.969177,426,177,212,243 +teddy bear,0.808670,8,4,344,464 +tvmonitor,0.753566,506,-3,135,277 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0066.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0066.csv new file mode 100644 index 0000000000000000000000000000000000000000..09b7629e22c2c9e581f79efd8d75a96e1fd19a72 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0066.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.950157,4,8,351,457 +keyboard,0.882067,449,177,191,291 +tvmonitor,0.652187,527,-1,112,221 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0067.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0067.csv new file mode 100644 index 0000000000000000000000000000000000000000..8e41fc81561e142292df729110764275a8e6cf32 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0067.csv @@ -0,0 +1,3 @@ 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b/target/classes/vslam/BoundedInfo/KeyFrame_0070.csv new file mode 100644 index 0000000000000000000000000000000000000000..34767e3cb7ca257d2b265c9e73097d43971057ad --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0070.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.959864,18,-15,391,508 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0071.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0071.csv new file mode 100644 index 0000000000000000000000000000000000000000..3b5117f1d49d4c5d50e8162cdd515c88f0e7fbbe --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0071.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.964417,13,-17,406,501 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0072.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0072.csv new file mode 100644 index 0000000000000000000000000000000000000000..6a79750ba1496370d929a4c477c7367635107a46 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0072.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.963384,12,-9,410,490 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0073.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0073.csv new file mode 100644 index 0000000000000000000000000000000000000000..427889ba6db7835124377eb56ff58da3dd06f1f9 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0073.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.897331,53,-18,395,501 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0074.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0074.csv new file mode 100644 index 0000000000000000000000000000000000000000..3af8179582f511f8d7006356fa6bce4b5a7fd625 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0074.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.907018,57,-17,397,502 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0075.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0075.csv new file mode 100644 index 0000000000000000000000000000000000000000..43eb2fbdb8adb6669748435e67a84e97016eea75 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0075.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.891879,104,-21,363,507 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0076.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0076.csv new file mode 100644 index 0000000000000000000000000000000000000000..e2be25476a7146a99dc45df0d0cec2a8661e6acc --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0076.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.976047,158,-4,392,483 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0077.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0077.csv new file mode 100644 index 0000000000000000000000000000000000000000..a53ec1f9096aad7904abcb2b4215280945b60a30 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0077.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.919677,193,18,394,454 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0078.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0078.csv new file mode 100644 index 0000000000000000000000000000000000000000..6bf0fb6eca5c2fa315fa671bc8687dfeda420535 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0078.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.880899,204,45,384,421 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0079.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0079.csv new file mode 100644 index 0000000000000000000000000000000000000000..d7610205de7d60c87e0a705b780fea9c86faaef7 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0079.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.949446,211,70,375,395 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0080.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0080.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b85834a9a5c0a87f1b8f9098695ccc103fb91ba --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0080.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.943422,220,102,340,370 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0081.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0081.csv new file mode 100644 index 0000000000000000000000000000000000000000..d2dc2186d48bf1000b3c5e23247c24f1474967af --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0081.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.964526,210,102,334,370 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0082.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0082.csv new file mode 100644 index 0000000000000000000000000000000000000000..2538406c76912cf339679dcfc521c2a9070f0a9a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0082.csv @@ -0,0 +1,2 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.964247,218,99,337,370 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0083.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0083.csv new file mode 100644 index 0000000000000000000000000000000000000000..854cc88592081a0cecabac8690631fa0988e0a95 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0083.csv @@ -0,0 +1,3 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.911169,258,112,303,348 +keyboard,0.603885,593,192,47,63 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0084.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0084.csv new file mode 100644 index 0000000000000000000000000000000000000000..d22c3a137808c633fcc1fa48ebfc41cbe196aae2 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0084.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.982134,542,175,99,66 +teddy bear,0.890726,259,88,280,354 +tvmonitor,0.714671,581,10,59,170 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0085.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0085.csv new file mode 100644 index 0000000000000000000000000000000000000000..b6e90285aa0df9eef12ba20e678d2958aa398805 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0085.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.988527,487,152,152,83 +teddy bear,0.951176,248,95,257,274 +tvmonitor,0.924297,513,11,127,160 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0086.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0086.csv new file mode 100644 index 0000000000000000000000000000000000000000..f36987988211d421ed2a0a4bdf3e231fd088bd73 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0086.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.995563,433,150,167,55 +mouse,0.967109,596,214,35,24 +teddy bear,0.945592,223,108,259,254 +tvmonitor,0.841869,447,3,190,169 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0087.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0087.csv new file mode 100644 index 0000000000000000000000000000000000000000..985fdae43a912c6aaff94077f492b510122e47b8 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0087.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997224,398,158,152,46 +tvmonitor,0.956237,405,31,159,121 +mouse,0.895689,560,209,29,24 +teddy bear,0.787820,217,112,252,264 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0088.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0088.csv new file mode 100644 index 0000000000000000000000000000000000000000..b5b7393e71b5207ad52b0e6fe14d29d2697e6941 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0088.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997284,385,172,138,36 +tvmonitor,0.969575,385,46,144,121 +mouse,0.944910,542,216,25,21 +teddy bear,0.822062,214,145,249,241 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0089.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0089.csv new file mode 100644 index 0000000000000000000000000000000000000000..7c3e7855ed90bd6a7670bd7e6c31eda462caae7b --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0089.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.995163,355,194,130,33 +tvmonitor,0.948096,349,70,138,107 +mouse,0.946513,511,230,21,20 +chair,0.928286,211,259,241,218 +teddy bear,0.703841,207,163,243,218 +mouse,0.503965,551,212,25,21 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0090.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0090.csv new file mode 100644 index 0000000000000000000000000000000000000000..352713e6ec1c76266e04fc01c7b958baf90e892c --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0090.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.995661,318,222,132,33 +tvmonitor,0.987442,299,96,137,120 +book,0.886623,556,217,82,46 +mouse,0.865009,478,251,22,20 +teddy bear,0.812260,185,225,263,236 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0091.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0091.csv new file mode 100644 index 0000000000000000000000000000000000000000..8bfadec2715b211839539f68a12aab4e871ad45e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0091.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.990059,298,213,136,34 +tvmonitor,0.912814,278,92,145,109 +mouse,0.885176,462,241,23,20 +chair,0.851148,169,308,252,171 +book,0.501083,496,184,141,72 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0092.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0092.csv new file mode 100644 index 0000000000000000000000000000000000000000..32e460a81bc197f0f623f1bedd3abf8f743b7cce --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0092.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.988408,291,198,129,39 +chair,0.955053,166,302,250,173 +tvmonitor,0.827685,267,77,148,118 +book,0.571689,486,181,141,64 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0093.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0093.csv new file mode 100644 index 0000000000000000000000000000000000000000..c7366edc7600b9b90fb6ec0b6a281b8cb7447f77 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0093.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.990000,283,197,132,39 +tvmonitor,0.980704,260,74,137,116 +tvmonitor,0.739980,537,32,103,153 +mouse,0.739738,444,227,21,23 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0094.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0094.csv new file mode 100644 index 0000000000000000000000000000000000000000..17923a729d61feb4c10d2f73ae5a0abaa5d1b4cb --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0094.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.994190,243,199,132,36 +tvmonitor,0.986626,211,75,148,118 +mouse,0.912320,405,225,22,20 +tvmonitor,0.838532,494,36,144,135 +book,0.826020,470,190,93,46 +teddy bear,0.712100,116,215,275,250 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0095.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0095.csv new file mode 100644 index 0000000000000000000000000000000000000000..ad8177426db25521f2d8d2640e056d25459b0115 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0095.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.999044,172,174,146,41 +tvmonitor,0.966439,124,41,168,134 +mouse,0.919518,349,198,27,21 +book,0.872374,402,153,102,43 +tvmonitor,0.811700,418,1,169,135 +teddy bear,0.749336,63,200,302,268 +keyboard,0.725887,484,146,116,42 +bottle,0.582120,569,90,27,53 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0096.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0096.csv new file mode 100644 index 0000000000000000000000000000000000000000..9fc3f0d62dac10bcd3db27cb0841f6ea75bcacd4 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0096.csv @@ -0,0 +1,12 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997820,147,181,154,57 +mouse,0.980764,332,203,29,23 +keyboard,0.961634,467,133,107,49 +tvmonitor,0.936243,87,47,179,148 +book,0.930847,386,149,96,50 +tvmonitor,0.886054,392,-2,162,136 +bottle,0.821694,541,77,23,58 +mouse,0.748815,579,139,35,18 +book,0.746661,338,136,84,39 +chair,0.706589,529,121,110,343 +teddy bear,0.647153,53,225,313,244 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0097.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0097.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ec7d4c26fd01e7f50e0e95b34aebf5324abcbb0 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0097.csv @@ -0,0 +1,13 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.995570,120,180,161,68 +mouse,0.987830,314,199,31,23 +keyboard,0.979041,445,125,107,47 +tvmonitor,0.962779,366,-1,154,129 +book,0.958160,369,142,93,50 +bottle,0.887575,515,66,23,56 +tvmonitor,0.875259,48,38,197,163 +book,0.691024,316,124,88,45 +mouse,0.630964,330,169,33,19 +chair,0.597831,522,226,117,219 +teddy bear,0.575661,26,231,329,219 +mouse,0.559132,559,125,30,18 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0098.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0098.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d7d2080b18df953a085cc0c34b2e65e10e7fdb1 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0098.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997698,93,166,174,75 +mouse,0.991263,297,185,34,23 +book,0.955696,348,122,99,50 +tvmonitor,0.941328,342,-1,147,113 +bottle,0.902354,488,43,22,60 +keyboard,0.893120,427,105,94,46 +tvmonitor,0.856400,5,12,221,184 +chair,0.822685,492,108,147,314 +book,0.660147,296,106,82,45 +teddy bear,0.629646,24,219,259,210 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0099.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0099.csv new file mode 100644 index 0000000000000000000000000000000000000000..5bce6e45c55d0f31b063eba9e2ae097ab278c62a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0099.csv @@ -0,0 +1,12 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.996960,97,154,170,90 +mouse,0.990371,301,173,33,21 +book,0.946725,343,107,96,54 +chair,0.915786,487,39,154,360 +tvmonitor,0.901429,-2,8,216,195 +bottle,0.893618,467,28,19,57 +tvmonitor,0.892278,327,0,137,97 +keyboard,0.844573,420,86,82,48 +teddy bear,0.690435,82,210,296,217 +mouse,0.663089,215,208,66,32 +mouse,0.568964,509,84,29,16 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0100.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0100.csv new file mode 100644 index 0000000000000000000000000000000000000000..dd7d657a152697fd28d2e01cec108ad04a6b26c5 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0100.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.996251,96,147,170,98 +mouse,0.995156,298,161,36,22 +bottle,0.935691,437,13,18,60 +tvmonitor,0.929137,304,0,129,91 +chair,0.907215,468,53,172,293 +tvmonitor,0.878736,-1,0,206,194 +book,0.872986,332,94,92,49 +keyboard,0.852359,401,72,77,45 +teddy bear,0.651166,151,193,285,237 +mouse,0.579405,478,67,30,15 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0101.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0101.csv new file mode 100644 index 0000000000000000000000000000000000000000..d25b6c1903f67fcc23a8be4aa55751b52d7b056e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0101.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997536,99,130,165,110 +mouse,0.996214,297,138,37,21 +chair,0.979816,464,7,175,297 +book,0.861515,316,67,101,46 +tvmonitor,0.833843,-3,1,198,211 +tvmonitor,0.817126,278,-1,122,70 +mouse,0.601536,451,33,30,14 +teddy bear,0.587897,218,163,279,214 +keyboard,0.562098,380,39,72,45 +book,0.502167,318,94,97,33 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0102.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0102.csv new file mode 100644 index 0000000000000000000000000000000000000000..cd9dec13358f26531090646a24a3b9186287b9bc --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0102.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.997353,152,122,146,101 +mouse,0.989065,331,127,38,20 +tvmonitor,0.923724,304,-1,106,64 +book,0.874115,344,64,97,46 +tvmonitor,0.850173,22,-2,206,182 +keyboard,0.696262,402,35,63,40 +teddy bear,0.547217,324,142,263,200 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0103.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0103.csv new file mode 100644 index 0000000000000000000000000000000000000000..8163762205e8f2bd4656ea9f405007982362c765 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0103.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.992513,191,128,132,94 +mouse,0.988567,355,131,35,19 +tvmonitor,0.787498,316,-1,96,72 +bottle,0.705409,422,0,18,43 +mouse,0.689560,464,38,28,16 +teddy bear,0.570712,328,139,319,300 +tvmonitor,0.526028,73,2,178,183 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0104.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0104.csv new file mode 100644 index 0000000000000000000000000000000000000000..01b2e614afcc75d5dac8365390adb364ddb2c4c4 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0104.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.993996,275,137,117,84 +mouse,0.983882,424,141,36,19 +tvmonitor,0.926945,387,-1,86,88 +tvmonitor,0.768773,184,0,146,183 +bottle,0.652326,482,8,19,50 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0105.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0105.csv new file mode 100644 index 0000000000000000000000000000000000000000..66ccc53d0950c7f1c71866b557f324eb35499c5a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0105.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.996592,338,154,110,89 +mouse,0.992854,477,157,39,18 +tvmonitor,0.916802,257,17,122,189 +tvmonitor,0.910868,423,0,81,105 +mouse,0.909910,558,70,25,15 +bottle,0.585695,511,26,20,47 +book,0.535185,471,100,89,37 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0106.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0106.csv new file mode 100644 index 0000000000000000000000000000000000000000..fe75e7b91e44df4a95e7efc1e4ac85584784fb0b --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0106.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.995654,398,145,108,91 +mouse,0.990071,531,148,39,18 +tvmonitor,0.828425,331,6,98,185 +mouse,0.826751,591,60,29,15 +tvmonitor,0.798658,466,-2,75,92 +book,0.656281,519,90,88,33 +keyboard,0.509139,420,111,53,38 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0107.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0107.csv new file mode 100644 index 0000000000000000000000000000000000000000..c79cebbb54a693e602a8f5cbeed9c59ada928e66 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0107.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +keyboard,0.987102,410,141,88,85 +mouse,0.978396,522,140,39,18 +tvmonitor,0.932645,348,6,78,183 +mouse,0.765684,564,58,26,14 +bottle,0.669386,521,15,21,48 +chair,0.622972,41,76,84,80 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0108.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0108.csv new file mode 100644 index 0000000000000000000000000000000000000000..0ad359640049d2255d7817a94ddc3f238c5453f6 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0108.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.966437,494,114,36,16 +keyboard,0.944315,402,116,68,80 +tvmonitor,0.925464,337,-1,70,165 +tvmonitor,0.703639,418,0,52,63 +mouse,0.675864,519,39,24,13 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0109.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0109.csv new file mode 100644 index 0000000000000000000000000000000000000000..2930515fefae15314ef5a2b59201ed970c38fb62 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0109.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.936371,456,92,34,16 +tvmonitor,0.684495,310,0,66,146 +bottle,0.670627,119,84,68,160 +keyboard,0.613848,388,100,51,70 +mouse,0.602097,458,21,22,14 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0110.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0110.csv new file mode 100644 index 0000000000000000000000000000000000000000..de29f6a8b972d28bd6a43eb72a96decc26e799a4 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0110.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bowl,0.901394,323,371,117,107 +mouse,0.882690,464,85,33,15 +bottle,0.712161,179,170,49,82 +chair,0.704787,64,15,87,101 +keyboard,0.604854,408,97,47,67 +bottle,0.602876,149,97,48,101 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0111.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0111.csv new file mode 100644 index 0000000000000000000000000000000000000000..9a316f3dfda401058315f01baa4302d7e082b534 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0111.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +chair,0.941823,10,35,89,111 +bowl,0.921416,311,367,114,111 +chair,0.851310,463,1,80,125 +bottle,0.800953,169,173,52,89 +mouse,0.781015,417,97,30,14 +keyboard,0.765873,375,109,46,56 +tvmonitor,0.740846,304,2,52,160 +cup,0.732113,14,185,40,44 +bowl,0.701947,0,230,55,33 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0112.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0112.csv new file mode 100644 index 0000000000000000000000000000000000000000..f3ab3012a659fdfbe19bc9e8a8276b04b0c752ed --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0112.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +bowl,0.872484,326,351,107,119 +chair,0.856789,-1,44,94,120 +chair,0.797391,437,11,80,113 +tvmonitor,0.580046,300,2,55,152 +teddy bear,0.535700,525,37,115,205 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0113.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0113.csv new file mode 100644 index 0000000000000000000000000000000000000000..9aa2842cacf392ac61adb3de08a9e95097a924d1 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0113.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +chair,0.952016,446,24,74,108 +keyboard,0.940411,383,120,53,48 +chair,0.923624,10,59,102,115 +bowl,0.918963,359,352,103,120 +mouse,0.892737,421,110,27,13 +bottle,0.848654,231,119,43,136 +tvmonitor,0.598462,324,15,58,142 +cup,0.517698,121,176,29,24 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0114.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0114.csv new file mode 100644 index 0000000000000000000000000000000000000000..0f71acf88de7673cb630087a819ad824d2e3c020 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0114.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.952780,239,113,55,139 +laptop,0.929003,314,15,129,150 +mouse,0.893135,405,102,28,13 +cup,0.861550,67,205,41,41 +chair,0.845010,1,71,89,105 +bowl,0.822241,379,342,103,98 +chair,0.738432,415,18,77,94 +bowl,0.563083,75,243,47,34 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0115.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0115.csv new file mode 100644 index 0000000000000000000000000000000000000000..841d9deb899fefdce33b6eb3a5a1a92fe26e8b57 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0115.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +laptop,0.979908,243,51,133,134 +bottle,0.764694,194,149,54,125 +teddy bear,0.758541,430,45,145,140 +keyboard,0.650963,316,140,51,42 +chair,0.637017,328,47,76,82 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0116.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0116.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c1f23ebfb557d5d2499b5f5c3a53588ce40c40a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0116.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.886961,125,50,35,91 +chair,0.649584,327,19,65,67 +bottle,0.621302,225,99,47,122 +mouse,0.562381,337,91,23,13 +chair,0.556069,412,32,156,295 +teddy bear,0.548584,459,14,113,129 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0117.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0117.csv new file mode 100644 index 0000000000000000000000000000000000000000..228d11961cff3aae64b9e9c136f66aaf33640059 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0117.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.913542,117,68,40,90 +bottle,0.846079,149,93,24,55 +teddy bear,0.654156,426,-1,129,118 +bottle,0.623591,81,0,34,43 +bottle,0.528616,105,0,38,39 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0118.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0118.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0b9566c5de4a0321982a41e98166ab0cb1caf8c --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0118.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.887259,115,71,41,90 +bottle,0.762994,269,98,50,118 +teddy bear,0.744194,439,0,100,115 +bottle,0.592962,152,96,23,57 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0119.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0119.csv new file mode 100644 index 0000000000000000000000000000000000000000..8e247e94776e9929251f257b7d8aefb1076f5f2b --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0119.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +teddy bear,0.837201,441,38,80,101 +bottle,0.831190,290,126,50,115 +bottle,0.713512,120,107,45,95 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0120.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0120.csv new file mode 100644 index 0000000000000000000000000000000000000000..23578db47acaa4918a5d664a3a3edbb1058eacea --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0120.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +cup,0.969409,174,267,31,40 +bottle,0.928067,149,34,33,70 +bottle,0.775592,176,154,29,56 +bottle,0.754805,203,156,22,51 +bottle,0.725005,352,154,40,109 +teddy bear,0.695578,472,76,85,97 +bowl,0.676720,212,292,42,33 +bottle,0.602451,123,34,39,74 +chair,0.552979,-3,261,151,147 +bottle,0.543496,226,160,21,52 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0121.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0121.csv new file mode 100644 index 0000000000000000000000000000000000000000..b21952b3549362fdc3597aa8978baf4b49882426 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0121.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.949800,350,111,38,109 +cup,0.922582,171,235,36,45 +knife,0.884717,103,254,56,33 +bottle,0.868802,83,0,52,77 +bottle,0.836064,143,117,34,64 +chair,0.625454,2,260,218,219 +bottle,0.615429,174,114,28,61 +teddy bear,0.597755,441,38,83,93 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0122.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0122.csv new file mode 100644 index 0000000000000000000000000000000000000000..213910af413991c0af2f6a491beef5bfc938fa25 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0122.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.884274,373,114,34,111 +bottle,0.793660,158,127,33,64 +bottle,0.776791,187,123,25,62 +bottle,0.736872,94,7,46,81 +knife,0.712312,130,257,57,35 +bottle,0.700056,116,9,40,75 +chair,0.661728,3,265,241,208 +bottle,0.502302,148,111,25,78 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0123.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0123.csv new file mode 100644 index 0000000000000000000000000000000000000000..ce3ee70f46bb100c7aca48dc9e013088032dfc94 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0123.csv @@ -0,0 +1,15 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.891865,374,102,32,106 +bottle,0.880272,85,-1,50,82 +bottle,0.843739,176,115,28,59 +bottle,0.808967,199,120,15,48 +bottle,0.792428,212,130,19,52 +bottle,0.782619,41,12,38,61 +book,0.740257,18,114,38,73 +cup,0.686684,217,222,31,41 +chair,0.674686,-1,237,250,239 +spoon,0.651309,143,243,52,32 +bottle,0.614934,20,9,43,77 +bottle,0.590446,139,111,34,71 +bottle,0.580967,155,118,31,61 +bottle,0.537435,0,-1,38,85 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0124.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0124.csv new file mode 100644 index 0000000000000000000000000000000000000000..308969f5ecc06ff9887b006a60fd038a70a94c7d --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0124.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.929072,374,76,31,103 +chair,0.924973,4,227,251,247 +book,0.898446,0,105,27,75 +bowl,0.831694,280,216,40,28 +bottle,0.828486,162,111,26,47 +bottle,0.810163,197,114,21,48 +cup,0.771551,227,200,30,43 +bottle,0.702990,181,102,18,50 +bottle,0.651468,144,109,28,55 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0125.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0125.csv new file mode 100644 index 0000000000000000000000000000000000000000..73d97656f4c7896169e02a57e25a09ab98f6df10 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0125.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.929553,321,96,34,98 +chair,0.816352,-4,286,220,193 +bottle,0.770832,96,142,30,54 +bottle,0.762161,131,146,26,50 +person,0.693264,557,1,66,69 +bottle,0.661111,113,136,26,50 +bottle,0.596342,74,141,36,60 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0126.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0126.csv new file mode 100644 index 0000000000000000000000000000000000000000..3a9fcea31550502489ab4cedaf5376c67de463b2 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0126.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.918341,286,64,37,106 +bottle,0.913501,76,130,33,55 +cup,0.840980,166,211,34,44 +spoon,0.744079,88,251,37,44 +bottle,0.683450,17,126,40,64 +person,0.665286,475,0,46,41 +bottle,0.636932,36,130,34,54 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0127.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0127.csv new file mode 100644 index 0000000000000000000000000000000000000000..cb851b830be86f1f65bf243604c4ebd71f82251e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0127.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.986830,270,59,40,104 +cup,0.973837,168,220,36,47 +cup,0.899897,114,219,35,35 +bottle,0.786341,37,142,40,59 +spoon,0.637487,89,270,32,51 +bottle,0.585662,8,134,31,47 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0128.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0128.csv new file mode 100644 index 0000000000000000000000000000000000000000..905e11422a5285f79dd2217313ac8afa65e98fb5 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0128.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.986147,215,47,43,118 +cup,0.975396,132,223,42,50 +bottle,0.872400,24,137,48,70 +cup,0.743198,67,230,40,38 +knife,0.675210,61,288,22,58 +cup,0.666992,76,158,39,41 +chair,0.500141,-1,345,123,134 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0129.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0129.csv new file mode 100644 index 0000000000000000000000000000000000000000..a5f1f6810956d657e68b05209d47f4da9cfdb470 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0129.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.989257,221,47,50,117 +cup,0.966823,88,247,41,39 +cup,0.960745,166,234,45,55 +bottle,0.863279,22,150,52,74 +knife,0.733612,103,310,11,66 +cup,0.592613,79,168,42,44 +chair,0.541943,-1,384,164,94 +person,0.531906,256,0,47,21 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0130.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0130.csv new file mode 100644 index 0000000000000000000000000000000000000000..afc9ed261c66b8a85448c2770ffbe8ec6463f3e6 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0130.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.971135,202,36,54,125 +knife,0.944997,106,333,20,72 +cup,0.934203,79,263,47,41 +cup,0.861223,170,242,48,59 +cup,0.753204,51,179,47,45 +chair,0.544201,-1,417,177,62 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0131.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0131.csv new file mode 100644 index 0000000000000000000000000000000000000000..61b5169f266394573537494c36c4babf12d4ade7 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0131.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +knife,0.976854,143,353,40,80 +bottle,0.961518,204,27,60,138 +cup,0.931166,208,247,50,62 +cup,0.862812,104,278,46,44 +bottle,0.780370,0,175,50,91 +cup,0.696548,52,189,51,51 +spoon,0.513593,276,230,66,22 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0132.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0132.csv new file mode 100644 index 0000000000000000000000000000000000000000..a0ebd5a1955e6128da392b16f052d6ef88e39249 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0132.csv @@ -0,0 +1,8 @@ +Class,Confidence,X,Y,Width,Height +knife,0.984781,257,356,59,101 +cup,0.973504,335,248,56,68 +cup,0.916037,215,271,81,49 +bottle,0.889368,74,146,73,102 +bottle,0.882256,325,3,46,155 +cup,0.828649,153,170,48,55 +spoon,0.599262,406,235,73,15 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0133.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0133.csv new file mode 100644 index 0000000000000000000000000000000000000000..7330379d1cc1698aaaa832c0bbe9d993635cbec7 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0133.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +knife,0.989795,374,314,72,99 +cup,0.892251,264,131,43,54 +cup,0.883950,464,213,59,75 +cup,0.863724,335,231,83,47 +bottle,0.858639,97,136,61,94 +scissors,0.789477,10,283,209,197 +bottle,0.703620,448,-1,39,132 +scissors,0.661726,0,344,38,136 +bottle,0.553078,0,156,26,128 +spoon,0.509513,524,214,88,17 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0134.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0134.csv new file mode 100644 index 0000000000000000000000000000000000000000..5b3a5d6f3634306a1858a2c83d37153718b11a67 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0134.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.993499,26,285,106,93 +cup,0.977328,529,172,61,68 +knife,0.962128,445,263,76,85 +bottle,0.916255,184,99,41,91 +cup,0.827923,405,188,73,45 +cup,0.795283,329,100,40,51 +bottle,0.777982,9,78,103,160 +bottle,0.762441,103,102,68,124 +scissors,0.690112,143,227,166,122 +bowl,0.527379,582,170,58,31 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0135.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0135.csv new file mode 100644 index 0000000000000000000000000000000000000000..a2cd19f8394976ffe1ba0117a7210eaecd7121bd --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0135.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.993365,169,262,84,75 +book,0.933422,0,319,127,159 +bottle,0.918718,154,63,73,162 +bottle,0.907029,231,80,51,132 +cup,0.897216,510,182,55,41 +bottle,0.834854,293,92,32,87 +cup,0.697444,425,98,37,49 +scissors,0.638979,278,212,146,108 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0136.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0136.csv new file mode 100644 index 0000000000000000000000000000000000000000..821ad774f86b5e8b5f274c9c7c338e9221831599 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0136.csv @@ -0,0 +1,9 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.993703,234,287,75,73 +bottle,0.987953,215,100,57,150 +bottle,0.977538,285,123,41,113 +cup,0.947123,547,206,49,38 +bottle,0.935421,331,126,30,80 +bottle,0.901309,47,-1,84,98 +cup,0.819891,454,132,33,45 +book,0.793753,1,348,192,130 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0137.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0137.csv new file mode 100644 index 0000000000000000000000000000000000000000..bee0023bb41805208550d9c1673428397f6c9765 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0137.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.991875,316,325,65,66 +bottle,0.932568,393,179,27,74 +bottle,0.925020,154,2,75,141 +bottle,0.741503,358,180,35,100 +cup,0.679018,505,186,32,43 +book,0.631016,116,376,164,105 +bottle,0.618654,345,176,21,81 +bottle,0.617655,295,149,44,127 +cup,0.567961,602,259,36,35 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0138.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0138.csv new file mode 100644 index 0000000000000000000000000000000000000000..50e0abcf7016afeb01b25e6f3c372ec06f09929c --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0138.csv @@ -0,0 +1,10 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.954241,399,294,55,54 +bottle,0.875598,9,-1,98,168 +bottle,0.872747,425,157,34,95 +bottle,0.816133,239,0,34,118 +bottle,0.725227,258,1,65,120 +book,0.705993,234,340,131,108 +bottle,0.673849,374,138,36,135 +bottle,0.658476,360,153,24,88 +bottle,0.530977,411,159,22,74 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0139.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0139.csv new file mode 100644 index 0000000000000000000000000000000000000000..98816e65f84586a5f735073cb3b2008134421f0a --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0139.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.918763,422,289,57,55 +book,0.846506,264,329,124,113 +bottle,0.803975,381,150,27,87 +bottle,0.563004,430,155,27,76 +book,0.555847,59,216,163,165 +cup,0.510297,581,166,34,42 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0140.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0140.csv new file mode 100644 index 0000000000000000000000000000000000000000..e45313ccd1c205929e8b1cd249b3c3b76a59565f --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0140.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +scissors,0.967444,439,287,54,52 +book,0.812808,282,322,123,110 +book,0.669970,85,203,151,166 +bottle,0.656755,396,145,29,90 +cup,0.591553,598,168,35,41 +bottle,0.541549,495,156,24,72 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0141.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0141.csv new file mode 100644 index 0000000000000000000000000000000000000000..0b13d87db4e4213a603063e2ed2f92a6c514160e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0141.csv @@ -0,0 +1,11 @@ +Class,Confidence,X,Y,Width,Height +book,0.879281,358,311,119,116 +bottle,0.798459,403,0,50,109 +book,0.763706,188,193,119,148 +scissors,0.760124,514,290,55,48 +bottle,0.667816,523,156,26,75 +bottle,0.656672,182,1,70,127 +bottle,0.646596,497,122,34,75 +bottle,0.615565,381,-1,33,100 +bottle,0.611417,476,144,26,89 +bottle,0.532552,544,150,36,92 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0142.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0142.csv new file mode 100644 index 0000000000000000000000000000000000000000..46f6f0257626d45cbbb9f00cbe9dc846fdc8d675 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0142.csv @@ -0,0 +1,6 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.969691,347,-3,50,148 +bottle,0.968720,300,-1,44,138 +bottle,0.806624,526,-1,46,132 +book,0.580290,327,211,113,154 +book,0.509786,500,344,138,135 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0143.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0143.csv new file mode 100644 index 0000000000000000000000000000000000000000..858bd2b021568c70770f3eec66df752ab2400349 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0143.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.947318,338,17,43,135 +bottle,0.941929,382,16,54,144 +bottle,0.871363,563,2,58,151 +bottle,0.722885,592,2,48,156 +sports ball,0.666290,156,1,193,158 +book,0.561201,528,365,112,115 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0144.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0144.csv new file mode 100644 index 0000000000000000000000000000000000000000..5eb713d03af2a0e9a5cf2ef0724a5ce1849bb8ba --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0144.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.946772,400,27,50,141 +bottle,0.906269,356,25,40,127 +bottle,0.669507,609,15,31,158 +bottle,0.649078,576,6,57,160 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0145.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0145.csv new file mode 100644 index 0000000000000000000000000000000000000000..a4b45ef9ad914cdad5720b4934922684ea29f656 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0145.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +sports ball,0.874030,185,2,190,165 +bottle,0.856616,590,12,51,167 +bottle,0.742552,365,23,42,138 +bottle,0.723210,406,28,58,141 +book,0.570041,545,387,95,93 +book,0.504106,373,240,123,149 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0146.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0146.csv new file mode 100644 index 0000000000000000000000000000000000000000..7547eb929bd09f56d30564d0085d4514ca70b25e --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0146.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.917078,417,37,54,142 +bottle,0.876055,599,17,41,161 +bottle,0.797019,371,37,44,134 +book,0.755267,550,392,91,88 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0147.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0147.csv new file mode 100644 index 0000000000000000000000000000000000000000..c09ba0590b437f266e865f7a5910b697d6481810 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0147.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.812827,428,37,52,138 +book,0.708550,558,392,83,88 +bottle,0.657987,383,32,40,130 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0148.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0148.csv new file mode 100644 index 0000000000000000000000000000000000000000..213f7b1addbcb0229089300a41c78a446f6bd183 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0148.csv @@ -0,0 +1,7 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.901680,391,35,43,122 +bottle,0.868428,434,41,59,133 +book,0.650006,564,397,77,83 +bottle,0.624850,617,34,23,148 +sports ball,0.585831,212,-1,191,175 +book,0.526532,397,245,114,154 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0149.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0149.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0ef8c80a35de5faaaa02d5ba984c44809514f1f --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0149.csv @@ -0,0 +1,5 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.874706,442,42,56,141 +bottle,0.852566,399,40,42,128 +book,0.795620,401,244,123,163 +book,0.583777,568,401,73,79 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0150.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0150.csv new file mode 100644 index 0000000000000000000000000000000000000000..fa77ee0ea3a0f422cc19b811735fe5352d366681 --- /dev/null +++ b/target/classes/vslam/BoundedInfo/KeyFrame_0150.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +bottle,0.974614,453,49,59,139 +chair,0.774216,401,254,131,158 +sports ball,0.606134,238,2,183,177 diff --git a/target/classes/vslam/BoundedInfo/KeyFrame_0151.csv b/target/classes/vslam/BoundedInfo/KeyFrame_0151.csv new file mode 100644 index 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b/target/classes/vslam/Mathworks_VSLAM_Example/bagOfFeaturesDataSLAM.mat differ diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperAddLoopConnections.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperAddLoopConnections.m new file mode 100644 index 0000000000000000000000000000000000000000..8c4ece7be009a3705b802813b4ad6fb04a36e0d1 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperAddLoopConnections.m @@ -0,0 +1,94 @@ +function [isLoopClosed, mapPoints, vSetKeyFrames] = helperAddLoopConnections(... + mapPoints, vSetKeyFrames, loopCandidates, currKeyFrameId, currFeatures, ... + loopEdgeNumMatches) +%helperAddLoopConnections add connections between the current key frame and +% the valid loop candidate key frames. A loop candidate is valid if it has +% enough covisible map points with the current key frame. + +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +loopClosureEdge = zeros(0, 2, 'uint32'); + +numCandidates = size(loopCandidates,1); +if isSimMode + [index3d1, index2d1] = findWorldPointsInView(mapPoints, currKeyFrameId); +else + [index3d1Cg, index2d1Cg] = findWorldPointsInView(mapPoints, currKeyFrameId); + index2d1 = index2d1Cg{1}; + index3d1 = index3d1Cg{1}; +end + +validFeatures1 = currFeatures.Features(index2d1, :); + +for k = 1 : numCandidates + if isSimMode() + [index3d2, index2d2] = findWorldPointsInView(mapPoints, loopCandidates(k)); + else + [index3d2Cg, index2d2Cg] = findWorldPointsInView(mapPoints, loopCandidates(k)); + index2d2 = index2d2Cg{1}; + index3d2 = index3d2Cg{1}; + end + allFeatures2 = vSetKeyFrames.Views.Features{loopCandidates(k)}; + + validFeatures2 = allFeatures2(index2d2, :); + + indexPairs = matchFeatures(binaryFeatures(validFeatures1), binaryFeatures(validFeatures2), ... + 'Unique', true, 'MaxRatio', 0.9, 'MatchThreshold', 40); + + % Check if all the candidate key frames have strong connection with the + % current keyframe + if size(indexPairs, 1) < loopEdgeNumMatches + continue + end + + % Estimate the relative pose of the current key frame with respect to the + % loop candidate keyframe with the highest similarity score + worldPoints1 = mapPoints.WorldPoints(index3d1(indexPairs(:, 1)), :); + worldPoints2 = mapPoints.WorldPoints(index3d2(indexPairs(:, 2)), :); + + tform1 = pose2extr(vSetKeyFrames.Views.AbsolutePose(end)); + tform2 = pose2extr(vSetKeyFrames.Views.AbsolutePose(loopCandidates(k))); + + worldPoints1InCamera1 = transformPointsForward(tform1, worldPoints1) ; + worldPoints2InCamera2 = transformPointsForward(tform2, worldPoints2) ; + + w = warning('off','all'); + if isSimMode() + [tform, inlierIndex] = estgeotform3d(... + worldPoints1InCamera1, worldPoints2InCamera2, 'similarity', 'MaxDistance', 0.1); + else + [tform, inlierIndex] = estgeotform3d(... + worldPoints1InCamera1, worldPoints2InCamera2, 'rigid', 'MaxDistance', 0.1); + end + warning(w); + + % Add connection between the current key frame and the loop key frame + inlierIndexVals = inlierIndex(:); + indexPairs1 = indexPairs(inlierIndexVals, 1); + indexPairs2 = indexPairs(inlierIndexVals, 2); + index2dPairs = index2d2(indexPairs2); + index2d1Pairs = index2d1(indexPairs1); + matches = uint32([index2dPairs, index2d1Pairs]); + vSetKeyFrames = addConnection(vSetKeyFrames, loopCandidates(k), currKeyFrameId, tform, 'Matches', matches); + if isSimMode() + disp(['Loop edge added between keyframe: ', num2str(loopCandidates(k)), ' and ', num2str(currKeyFrameId)]); + end + + % Fuse co-visible map points + matchedIndex3d1 = index3d1(indexPairs1); + matchedIndex3d2 = index3d2(indexPairs2); + + mapPoints = updateWorldPoints(mapPoints, matchedIndex3d1, mapPoints.WorldPoints(matchedIndex3d2, :)); + + loopClosureEdge = [loopClosureEdge; loopCandidates(k), currKeyFrameId]; +end +isLoopClosed = ~isempty(loopClosureEdge); +end + +function tf = isSimMode() +tf = isempty(coder.target); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperAddNewKeyFrame.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperAddNewKeyFrame.m new file mode 100644 index 0000000000000000000000000000000000000000..8171da4598e2f5e654d532de5f2eafe794b88a54 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperAddNewKeyFrame.m @@ -0,0 +1,54 @@ +function [mapPoints, vSetKeyFrames] = helperAddNewKeyFrame(mapPoints, vSetKeyFrames,... + cameraPose, currFeatures, currPoints, mapPointsIndices, featureIndices, keyFramesIndices) +%helperAddNewKeyFrame add key frames to the key frame set +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +viewId = vSetKeyFrames.Views.ViewId(end)+1; + +vSetKeyFrames = addView(vSetKeyFrames, viewId, cameraPose,... + 'Features', currFeatures.Features, ... + 'Points', currPoints); + +viewsAbsPoses = vSetKeyFrames.Views.AbsolutePose; + +for i = 1:numel(keyFramesIndices) + localKeyFrameId = keyFramesIndices(i); + if isSimMode() + [index3d, index2d] = findWorldPointsInView(mapPoints, localKeyFrameId); + else + [index3dCg, index2dCg] = findWorldPointsInView(mapPoints, localKeyFrameId); + index3d = index3dCg{1}; + index2d = index2dCg{1}; + end + [~, ia, ib] = intersect(index3d, mapPointsIndices, 'stable'); + + prePose = viewsAbsPoses(localKeyFrameId); + relPose = rigidtform3d(prePose.R' * cameraPose.R, ... + (cameraPose.Translation-prePose.Translation)*prePose.R); + + if numel(ia) > 5 + if isSimMode() + vSetKeyFrames = addConnection(vSetKeyFrames, localKeyFrameId, viewId, relPose, ... + 'Matches', [index2d(ia),featureIndices(ib)]); + else + coder.varsize('matches', [inf 2], [1, 0]); + fIndices = featureIndices(ib(:)); + matches = [index2d(ia), fIndices]; + vSetKeyFrames = addConnection(vSetKeyFrames, localKeyFrameId, viewId, relPose, ... + 'Matches', matches); + end + end +end + +mapPoints = addCorrespondences(mapPoints, viewId, mapPointsIndices, ... + featureIndices); +end + +function tf = isSimMode() + tf = isempty(coder.target); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperCheckLoopClosure.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperCheckLoopClosure.m new file mode 100644 index 0000000000000000000000000000000000000000..7cff3e85c2f308126c160e6d73176923a5b38914 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperCheckLoopClosure.m @@ -0,0 +1,58 @@ +function [isDetected, loopKeyFrameIds] = helperCheckLoopClosure(vSetKeyFrames, ... + currKeyframeId, imageDatabase, currImg, loopEdgeNumMatches) +%helperCheckLoopClosure detect loop candidates key frames by retrieving +% visually similar images from the feature database. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +% Retrieve all the visually similar key frames +[candidateViewIds, similarityscores] = retrieveImages(currImg, imageDatabase); + +% Compute similarity between the current key frame and its strongly-connected +% key frames. The minimum similarity score is used as a baseline to find +% loop candidate key frames, which are visually similar to but not connected +% to the current key frame +covisViews = connectedViews(vSetKeyFrames, currKeyframeId); +covisViewsIds = covisViews.ViewId; +strongCovisViews = connectedViews(vSetKeyFrames, currKeyframeId, 'MinNumMatches', loopEdgeNumMatches); +strongCovisViewIds = strongCovisViews.ViewId; + +% Retrieve the top 10 similar connected key frames +[~,~,scores] = evaluateImageRetrieval(currImg, imageDatabase, strongCovisViewIds, 'NumResults', 10); +minScore = min(scores); + +[loopKeyFrameIds,ia] = setdiff(candidateViewIds, covisViewsIds, 'stable'); + +% Scores of non-connected key frames +candidateScores = similarityscores(ia); % Descending + +if ~isempty(ia) + bestScore = candidateScores(1); + + % Score must be higher than the 75% of the best score + isValid = candidateScores > max(bestScore*0.75, minScore); + + loopKeyFrameIds = loopKeyFrameIds(isValid); +else + loopKeyFrameIds = zeros(coder.ignoreConst(0), coder.ignoreConst(0), class(loopKeyFrameIds)); +end + +% Loop candidates need to be consecutively detected +minNumCandidates = 3; % At least 3 candidates are found +if size(loopKeyFrameIds,1) >= minNumCandidates + groups = nchoosek(loopKeyFrameIds, minNumCandidates); + consecutiveGroups = groups(max(groups,[],2) - min(groups,[],2) < 4, :); + if ~isempty(consecutiveGroups) % Consecutive candidates are found + loopKeyFrameIds = consecutiveGroups(1,:); + isDetected = true; + else + isDetected = false; + end +else + isDetected = false; +end +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperCreateNewMapPoints.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperCreateNewMapPoints.m new file mode 100644 index 0000000000000000000000000000000000000000..1731749fa36785ad66beb4aa0763f71a1c072255 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperCreateNewMapPoints.m @@ -0,0 +1,205 @@ +function [mapPoints, vSetKeyFrames, recentPointIdx] = helperCreateNewMapPoints(... + mapPoints, vSetKeyFrames, currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax) +%helperCreateNewMapPoints creates new map points by triangulating matched +% feature points in the current key frame and the connected key frames. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +% Get connected key frames +KcViews = connectedViews(vSetKeyFrames, currKeyFrameId, 'MinNumMatches', minNumMatches); +KcIDs = KcViews.ViewId; + +% Retreive data of the current key frame +views = vSetKeyFrames.Views; +currPose = views.AbsolutePose(currKeyFrameId); +currFeatures = views.Features{currKeyFrameId}; +currPoints = views.Points{currKeyFrameId}; +currLocations = currPoints.Location; +currScales = currPoints.Scale; + +% Camera projection matrix +currCamMatrix = cameraProjection(intrinsics, pose2extr(currPose)); + +recentPointIdx = zeros(0, 1); +for i = 1:numel(KcIDs) + kfPose = views.AbsolutePose(KcIDs(i)); + if isSimMode() + [kfIndex3d, kfIndex2d] = findWorldPointsInView(mapPoints, KcIDs(i)); + else + [kfIndex3dCg, kfIndex2dCg] = findWorldPointsInView(mapPoints, KcIDs(i)); + kfIndex3d = kfIndex3dCg{1}; + kfIndex2d = kfIndex2dCg{1}; + end + xyzPoints = mapPoints.WorldPoints(kfIndex3d,:); + medianDepth = median(vecnorm(xyzPoints - kfPose.Translation, 2, 2)); + + % Skip the key frame is the change of view is small + isViewClose = norm(kfPose.Translation - currPose.Translation)/medianDepth < 0.01; + + if isViewClose + continue + end + + % Retrieve data of the connected key frame + kfFeatures = views.Features{KcIDs(i)}; + kfPoints = views.Points{KcIDs(i)}; + kfLocations = kfPoints.Location; + kfScales = kfPoints.Scale; + + % currIndex2d changes in each iteration as new map points are created + if isSimMode() + [~, currIndex2d] = findWorldPointsInView(mapPoints, currKeyFrameId); + else + [~, currIndex2dCg] = findWorldPointsInView(mapPoints, currKeyFrameId); + currIndex2d = currIndex2dCg{1}; + end + % Only use unmatched feature points + uIndices1 = setdiff(uint32(1:size(kfFeatures,1))', kfIndex2d, 'stable'); + uIndices2 = setdiff(uint32(1:size(currFeatures,1))', currIndex2d, 'stable'); + + uFeatures1 = kfFeatures(uIndices1, :); + uFeatures2 = currFeatures(uIndices2, :); + + uLocations1 = kfLocations(uIndices1, :); + uLocations2 = currLocations(uIndices2, :); + + uScales1 = kfScales(uIndices1); + uScales2 = currScales(uIndices2); + + indexPairs = matchFeatures(binaryFeatures(uFeatures1), binaryFeatures(uFeatures2),... + 'Unique', true, 'MaxRatio', 0.7, 'MatchThreshold', 40); + + if isempty(indexPairs) + continue + end + + matchedPoints1 = uLocations1(indexPairs(:,1), :); + matchedPoints2 = uLocations2(indexPairs(:,2), :); + + % Epipole in the current key frame + epiPole = world2img(kfPose.Translation, pose2extr(currPose), intrinsics); + distToEpipole = vecnorm(matchedPoints2 - epiPole, 2, 2); + + % Compute fundamental matrix + F = computeF(intrinsics, kfPose, currPose); + + % Epipolar line in the second image + epiLine = epipolarLine(F, matchedPoints2); + distToLine = abs(sum(epiLine.* [matchedPoints1, ones(size(matchedPoints1,1), 1)], 2))./... + sqrt(sum(epiLine(:,1:2).^2, 2)); + isValid = distToLine < 2*uScales2(indexPairs(:,2)) & ... + distToEpipole > 10*uScales2(indexPairs(:,2)); + + indexPairs = indexPairs(isValid, :); + matchedPoints1 = matchedPoints1(isValid, :); + matchedPoints2 = matchedPoints2(isValid, :); + + % Parallax check + isLarge = isLargeParalalx(matchedPoints1, matchedPoints2, kfPose, ... + currPose, intrinsics, minParallax); + + matchedPoints1 = matchedPoints1(isLarge, :); + matchedPoints2 = matchedPoints2(isLarge, :); + indexPairs = indexPairs(isLarge, :); + + kfCamMatrix = cameraProjection(intrinsics, pose2extr(kfPose)); + + % Triangulate two views to create new world points + [xyzPoints, reprojectionErrors, validIdx] = triangulate(matchedPoints1, ... + matchedPoints2, kfCamMatrix, currCamMatrix); + + % Filtering by view direction and reprojection error + inlier = filterTriangulatedMapPoints(xyzPoints, kfPose, currPose, ... + uScales1(indexPairs(:,1)), uScales2(indexPairs(:,2)), ... + reprojectionErrors, scaleFactor, validIdx); + + % Add new map points and update connections + if any(inlier) + xyzPoints = xyzPoints(inlier,:); + indexPairs = indexPairs(inlier, :); + + mIndices1 = uIndices1(indexPairs(:, 1)); + mIndices2 = uIndices2(indexPairs(:, 2)); + + [mapPoints, indices] = addWorldPoints(mapPoints, xyzPoints); + recentPointIdx = [recentPointIdx; indices]; %#ok + + % Add new observations + mapPoints = addCorrespondences(mapPoints, KcIDs(i),indices, mIndices1); + mapPoints = addCorrespondences(mapPoints, currKeyFrameId, indices, mIndices2); + + % Update connections with new feature matches + if isSimMode() + [~,ia] = intersect(vSetKeyFrames.Connections{:,1:2}, ... + [KcIDs(i), currKeyFrameId], 'row', 'stable'); + oldMatches = vSetKeyFrames.Connections.Matches{ia}; + else + connections = vSetKeyFrames.Connections; + [~,ia] = intersect([connections.ViewId1, connections.ViewId2], ... + [KcIDs(i), currKeyFrameId], 'row', 'stable'); + oldMatches = connections.Matches{ia}; + end + newMatches = [oldMatches; mIndices1, mIndices2]; + vSetKeyFrames = updateConnection(vSetKeyFrames, KcIDs(i), currKeyFrameId, ... + 'Matches', newMatches); + end +end +end + +function F = computeF(intrinsics, pose1, pose2) +R1 = pose1.R; +t1 = pose1.Translation'; + +R2 = pose2.R; +t2 = pose2.Translation'; + +R12 = R1'*R2; +t12 = R1'*(t2-t1); + +% Skew symmetric matrix +t12x = [0, -t12(3), t12(2) + t12(3), 0, -t12(1) + -t12(2) t12(1), 0]; + +F = intrinsics.K'\ t12x * R12 / intrinsics.K; +end + +function inlier = filterTriangulatedMapPoints(xyzPoints, pose1, pose2, ... + scales1, scales2, reprojectionErrors, scaleFactor, isInFront) + +camToPoints1= xyzPoints - pose1.Translation; +camToPoints2= xyzPoints - pose2.Translation; + +% Check scale consistency and reprojection errors +distances1 = vecnorm(camToPoints1, 2, 2); +distances2 = vecnorm(camToPoints2, 2, 2); +ratioDist = distances1./distances2; +ratioScale = scales2./scales1; + +ratioFactor = 1.5 * scaleFactor; + +isInScale = (ratioDist./ratioScale < ratioFactor | ... + ratioScale./ratioDist < ratioFactor); + +maxError = sqrt(6); +isSmallError= reprojectionErrors < maxError*min(scales1, scales2); +inlier = isInScale & isSmallError & isInFront; +end + +function isLarge = isLargeParalalx(points1, points2, pose1, pose2, intrinsics, minParallax) + +% Parallax check +ray1 = [points1, ones(size(points1(:,1)))]/intrinsics.K' *pose1.R'; +ray2 = [points2, ones(size(points1(:,2)))]/intrinsics.K' *pose2.R'; + +cosParallax = sum(ray1 .* ray2, 2) ./(vecnorm(ray1, 2, 2) .* vecnorm(ray2, 2, 2)); +isLarge = cosParallax < cosd(minParallax) & cosParallax > 0; +end + +function tf = isSimMode() + tf = isempty(coder.target); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperImportGroundTruth.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperImportGroundTruth.m new file mode 100644 index 0000000000000000000000000000000000000000..8c9488ba53b88a69711a59deed543ca532bae1e8 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperImportGroundTruth.m @@ -0,0 +1,57 @@ +function camPoses = helperImportGroundTruth(fileName, imds) +%helperImportGroundTruth Import ground truth camera poses from a .txt file +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Copyright 2023 The MathWorks Inc. + +% Set up the Import Options and import the data +opts = delimitedTextImportOptions("NumVariables", 9); + +% Specify range and delimiter +opts.DataLines = [4, Inf]; +opts.Delimiter = " "; + +% Specify column names and types +opts.VariableNames = ["timestamp", "tx", "ty", "tz", "qx", "qy", "qz", "qw", "Var9"]; +opts.SelectedVariableNames = ["timestamp", "tx", "ty", "tz", "qx", "qy", "qz", "qw"]; +opts.VariableTypes = ["double", "double", "double", "double", "double", "double", "double", "double", "string"]; + +% Specify file level properties +opts.ExtraColumnsRule = "ignore"; +opts.EmptyLineRule = "read"; +opts.ConsecutiveDelimitersRule = "join"; +opts.LeadingDelimitersRule = "ignore"; + +% Specify variable properties +opts = setvaropts(opts, "Var9", "WhitespaceRule", "preserve"); +opts = setvaropts(opts, "Var9", "EmptyFieldRule", "auto"); + +% Import the data +groundtruth = readtable(fileName, opts); + +% Initialize the output +camPoses = repmat(rigidtform3d, 1, numel(imds.Files)); + +firstT = [groundtruth(1,:).tx groundtruth(1,:).ty groundtruth(1,:).tz]; +firstR = quat2rotm([groundtruth(1,:).qw groundtruth(1,:).qx groundtruth(1,:).qy groundtruth(1,:).qz]); + +% Find the ground truth data corresponding to the image based on the timestamp +[~,imageTS] = fileparts(imds.Files); +imgTimestamp = str2double(imageTS); +index = interp1(groundtruth.timestamp, 1:numel(groundtruth.timestamp), imgTimestamp, 'nearest', 'extrap'); + +for i=1:numel(imds.Files) + groundtruth_raw = groundtruth(index(i),:); + + % Transform all the camera poses to the coordinate system of the first camera + % Rotation + q = [groundtruth_raw.qw groundtruth_raw.qx groundtruth_raw.qy groundtruth_raw.qz]; + camPoses(i).R = firstR'*quat2rotm(q); + + % Translation + camPoses(i).Translation = ([groundtruth_raw.tx groundtruth_raw.ty groundtruth_raw.tz]-firstT) * firstR; +end +end + diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperMonoVisualSLAM.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperMonoVisualSLAM.m new file mode 100644 index 0000000000000000000000000000000000000000..24abc6bc55ccf40ce6a91a017d17b88e0ec1d499 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperMonoVisualSLAM.m @@ -0,0 +1,31 @@ +function [xyzPoint, camPoses] = helperMonoVisualSLAM(image) + +% Copyright 2023 The MathWorks Inc. + +%#codegen + +persistent vslam xyzPointsInternal camPosesInternal + +if isempty(vslam) + % Create a monovslam class to process the image data + focalLength = [535.4, 539.2]; % in units of pixels + principalPoint = [320.1, 247.6]; % in units of pixels + imageSize = [480, 640]; % in units of pixels + intrinsics = cameraIntrinsics(focalLength, principalPoint, imageSize); + + vslam = monovslam(intrinsics); +end + +% Process each image frame +addFrame(vslam, image); + +% Get 3-D map points and camera poses +if isempty(xyzPointsInternal) || hasNewKeyFrame(vslam) + xyzPointsInternal = mapPoints(vslam); + camPosesInternal = poses(vslam); +end + +xyzPoint = xyzPointsInternal; + +% Convert camera poses to homogeneous transformation matrices +camPoses = cat(3, camPosesInternal.A); \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperORBFeatureExtractorFunction.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperORBFeatureExtractorFunction.m new file mode 100644 index 0000000000000000000000000000000000000000..d8c77bf675b0e62057d8b72b15581914ba951f22 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperORBFeatureExtractorFunction.m @@ -0,0 +1,25 @@ +function [features, featureMetrics]= helperORBFeatureExtractorFunction(I) +% helperORBFeatureExtractorFunction Implements the ORB feature extraction +% used in bagOfFeatures. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2021 The MathWorks, Inc. + +numPoints = 1000; + +% Detect ORB features +Igray = im2gray(I); + +points = detectORBFeatures(Igray, 'ScaleFactor', 1.2, 'NumLevels', 8); + +% Select a subset of features, uniformly distributed throughout the image +points = selectUniform(points, numPoints, size(Igray, 1:2)); + +% Extract features +features = extractFeatures(Igray, points); + +% Compute the Feature Metric. Use the variance of features as the metric +featureMetrics = var(single(features.Features),[],2); + diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperTrackLastKeyFrame.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperTrackLastKeyFrame.m new file mode 100644 index 0000000000000000000000000000000000000000..467ff8188bc13a55f385e8062267d67f5d77ff54 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperTrackLastKeyFrame.m @@ -0,0 +1,106 @@ +%helperTrackLastKeyFrame Estimate the camera pose by tracking the last key frame +% [currPose, mapPointIdx, featureIdx] = helperTrackLastKeyFrameStereo(mapPoints, +% views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor) estimates +% the camera pose of the current frame by matching features with the +% previous key frame. +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Inputs +% ------ +% mapPoints - A helperMapPoints objects storing map points +% views - View attributes of key frames +% currFeatures - Features in the current frame +% currPoints - Feature points in the current frame +% lastKeyFrameId - ViewId of the last key frame +% intrinsics - Camera intrinsics +% scaleFactor - scale factor of features +% +% Outputs +% ------- +% currPose - Estimated camera pose of the current frame +% mapPointIdx - Indices of map points observed in the current frame +% featureIdx - Indices of features corresponding to mapPointIdx + +% Copyright 2019-2022 The MathWorks, Inc. + +function [currPose, mapPointIdx, featureIdx] = helperTrackLastKeyFrame(... + mapPoints, views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor) + +% Match features from the previous key frame with known world locations +[index3d, index2d] = findWorldPointsInView(mapPoints, lastKeyFrameId); +lastKeyFrameFeatures = views.Features{lastKeyFrameId}(index2d,:); +lastKeyFramePoints = views.Points{lastKeyFrameId}(index2d); + +indexPairs = matchFeatures(currFeatures, binaryFeatures(lastKeyFrameFeatures),... + 'Unique', true, 'MaxRatio', 0.9, 'MatchThreshold', 40); + +% Estimate the camera pose +matchedImagePoints = currPoints.Location(indexPairs(:,1),:); +matchedWorldPoints = mapPoints.WorldPoints(index3d(indexPairs(:,2)), :); + +matchedImagePoints = cast(matchedImagePoints, 'like', matchedWorldPoints); +[currPose, inlier, status] = estworldpose(... + matchedImagePoints, matchedWorldPoints, intrinsics, ... + 'Confidence', 95, 'MaxReprojectionError', 3, 'MaxNumTrials', 1e4); + +if status + currPose=[]; + mapPointIdx=[]; + featureIdx=[]; + return +end + +% Refine camera pose only +currPose = bundleAdjustmentMotion(matchedWorldPoints(inlier,:), ... + matchedImagePoints(inlier,:), currPose, intrinsics, ... + 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-15, 'MaxIteration', 20); + +% Search for more matches with the map points in the previous key frame +xyzPoints = mapPoints.WorldPoints(index3d,:); + +[projectedPoints, isInImage] = world2img(xyzPoints, pose2extr(currPose), intrinsics); +projectedPoints = projectedPoints(isInImage, :); + +minScales = max(1, lastKeyFramePoints.Scale(isInImage)/scaleFactor); +maxScales = lastKeyFramePoints.Scale(isInImage)*scaleFactor; +r = 4; +searchRadius = r*lastKeyFramePoints.Scale(isInImage); + +indexPairs = matchFeaturesInRadius(binaryFeatures(lastKeyFrameFeatures(isInImage,:)), ... + binaryFeatures(currFeatures.Features), currPoints, projectedPoints, searchRadius, ... + 'MatchThreshold', 40, 'MaxRatio', 0.8, 'Unique', true); + +if size(indexPairs, 1) < 20 + indexPairs = matchFeaturesInRadius(binaryFeatures(lastKeyFrameFeatures(isInImage,:)), ... + binaryFeatures(currFeatures.Features), currPoints, projectedPoints, 2*searchRadius, ... + 'MatchThreshold', 40, 'MaxRatio', 1, 'Unique', true); +end + +if size(indexPairs, 1) < 10 + currPose=[]; + mapPointIdx=[]; + featureIdx=[]; + return +end + +% Filter by scales +isGoodScale = currPoints.Scale(indexPairs(:, 2)) >= minScales(indexPairs(:, 1)) & ... + currPoints.Scale(indexPairs(:, 2)) <= maxScales(indexPairs(:, 1)); +indexPairs = indexPairs(isGoodScale, :); + +% Obtain the index of matched map points and features +tempIdx = find(isInImage); % Convert to linear index +mapPointIdx = index3d(tempIdx(indexPairs(:,1))); +featureIdx = indexPairs(:,2); + +% Refine the camera pose again +matchedWorldPoints = mapPoints.WorldPoints(mapPointIdx, :); +matchedImagePoints = currPoints.Location(featureIdx, :); + +currPose = bundleAdjustmentMotion(matchedWorldPoints, matchedImagePoints, ... + currPose, intrinsics, 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-15, 'MaxIteration', 20); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperTrackLocalMap.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperTrackLocalMap.m new file mode 100644 index 0000000000000000000000000000000000000000..d64da7a28ae032e7fd6db8a0e0b689a2c90d06a6 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperTrackLocalMap.m @@ -0,0 +1,221 @@ +function [localKeyFrameIds, currPose, mapPointIdx, featureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPoints, vSetKeyFrames, mapPointIdx, ... + featureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + newKeyFrameAdded, lastKeyFrameIndex, currFrameIndex, numSkipFrames, numPointsKeyFrame) +%helperTrackLocalMap Refine camera pose by tracking the local map +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Inputs +% ------ +% mapPoints - A worldpointset object storing map points +% vSetKeyFrames - An imageviewset storing key frames +% mapPointsIndices - Indices of map points observed in the current frame +% featureIndices - Indices of features in the current frame +% corresponding to map points denoted by mapPointsIndices +% currPose - Current camera pose +% currFeatures - ORB Features in the current frame +% currPoints - Feature points in the current frame +% intrinsics - Camera intrinsics +% scaleFactor - scale factor of features +% numLevels - number of levels in feature exatraction +% newKeyFrameAdded - A boolean scalar indicating if a new key frame is +% added recently +% lastKeyFrameIndex - Frame index of the last key frame +% currFrameIndex - Frame index of the current frame +% numSkipFrames - Largest number of frames to skip +% numPointsKeyFrame - Minimum number of points tracked by a key frame +% +% Outputs +% ------- +% localKeyFrameIds - ViewIds of the local key frames +% currPose - Refined camera pose of the current frame +% mapPointIdx - Indices of map points observed in the current frame +% featureIdx - Indices of features in the current frame corresponding +% to mapPointIdx +% isKeyFrame - A boolean scalar indicating if the current frame is +% a key frame + +% Copyright 2019-2022 The MathWorks, Inc. + +persistent numPointsRefKeyFrame localPointsIndices localKeyFrameIdsInternal + +if isempty(numPointsRefKeyFrame) || newKeyFrameAdded + [localPointsIndices, localKeyFrameIdsInternal, numPointsRefKeyFrame] = ... + updateRefKeyFrameAndLocalPoints(mapPoints, vSetKeyFrames, mapPointIdx); +end + +% Project the map into the frame and search for more map point correspondences +newMapPointIdx = setdiff(localPointsIndices, mapPointIdx, 'stable'); +localFeatures = getFeatures(mapPoints, vSetKeyFrames.Views, newMapPointIdx); +[projectedPoints, inlierIndex, predictedScales, viewAngles] = removeOutlierMapPoints(mapPoints, ... + currPose, intrinsics, newMapPointIdx, scaleFactor, numLevels); + +newMapPointIdx = newMapPointIdx(inlierIndex); +localFeatures = localFeatures(inlierIndex,:); + +unmatchedfeatureIdx = setdiff(cast((1:size( currFeatures.Features, 1)).', 'uint32'), ... + featureIdx,'stable'); +unmatchedFeatures = currFeatures.Features(unmatchedfeatureIdx, :); +unmatchedValidPoints= currPoints(unmatchedfeatureIdx); + +% Search radius depends on scale and view direction +searchRadius = 4*ones(size(localFeatures, 1), 1); +searchRadius(viewAngles<3) = 2.5; +searchRadius = searchRadius.*predictedScales; + +indexPairs = matchFeaturesInRadius(binaryFeatures(localFeatures),... + binaryFeatures(unmatchedFeatures), unmatchedValidPoints, projectedPoints, ... + searchRadius, 'MatchThreshold', 40, 'MaxRatio', 0.9, 'Unique', true); + +% Filter by scales +isGoodScale = currPoints.Scale(indexPairs(:, 2)) >= ... + max(1, predictedScales(indexPairs(:, 1))/scaleFactor) & ... + currPoints.Scale(indexPairs(:, 2)) <= predictedScales(indexPairs(:, 1)); +indexPairs = indexPairs(isGoodScale, :); + +% Refine camera pose with more 3D-to-2D correspondences +mapPointIdx = [newMapPointIdx(indexPairs(:,1)); mapPointIdx]; +featureIdx = [unmatchedfeatureIdx(indexPairs(:,2)); featureIdx]; +matchedMapPoints = mapPoints.WorldPoints(mapPointIdx,:); +matchedImagePoints = currPoints.Location(featureIdx,:); + +isKeyFrame = checkKeyFrame(numPointsRefKeyFrame, lastKeyFrameIndex, ... + currFrameIndex, mapPointIdx, numSkipFrames, numPointsKeyFrame); + +localKeyFrameIds = localKeyFrameIdsInternal; + +if isKeyFrame + % Refine camera pose only if the current frame is a key frame + currPose = bundleAdjustmentMotion(matchedMapPoints, matchedImagePoints, ... + currPose, intrinsics, 'PointsUndistorted', true, ... + 'AbsoluteTolerance', 1e-7, 'RelativeTolerance', 1e-16,'MaxIteration', 20); +end +end + +function [localPointsIndices, localKeyFrameIds, numPointsRefKeyFrame] = ... + updateRefKeyFrameAndLocalPoints(mapPoints, vSetKeyFrames, pointIndices) + +if vSetKeyFrames.NumViews == 1 + localKeyFrameIds = vSetKeyFrames.Views.ViewId; + localPointsIndices = (1:mapPoints.Count)'; + numPointsRefKeyFrame = mapPoints.Count; + return +end + +% The reference key frame has the most covisible map points +viewIds = findViewsOfWorldPoint(mapPoints, pointIndices); +refKeyFrameId = mode(vertcat(viewIds{:})); + +localKeyFrames = connectedViews(vSetKeyFrames, refKeyFrameId, "MaxDistance", 2); +localKeyFrameIds = [localKeyFrames.ViewId; refKeyFrameId]; + +pointIdx = findWorldPointsInView(mapPoints, localKeyFrameIds); +if iscell(pointIdx) + numPointsRefKeyFrame = numel(pointIdx{localKeyFrameIds==refKeyFrameId}); + localPointsIndices = sort(vertcat(pointIdx{:})); +else + numPointsRefKeyFrame = numel(pointIdx); + localPointsIndices = sort(pointIdx); +end +end + +function features = getFeatures(mapPoints, views, mapPointIdx) + +% Efficiently retrieve features and image points corresponding to map points +% denoted by mapPointIdx +allIndices = zeros(1, numel(mapPointIdx)); + +% ViewId and offset pair +count = []; % (ViewId, NumFeatures) +viewsFeatures = views.Features; + +for i = 1:numel(mapPointIdx) + index3d = mapPointIdx(i); + + viewId = double(mapPoints.RepresentativeViewId(index3d)); + + if isempty(count) + count = [viewId, size(viewsFeatures{viewId},1)]; + elseif ~any(count(:,1) == viewId) + count = [count; viewId, size(viewsFeatures{viewId},1)]; + end + + idx = find(count(:,1)==viewId); + + if idx > 1 + offset = sum(count(1:idx-1,2)); + else + offset = 0; + end + allIndices(i) = mapPoints.RepresentativeFeatureIndex(index3d) + offset; +end + +uIds = count(:,1); + +% Concatenating features and indexing once is faster than accessing via a for loop +allFeatures = vertcat(viewsFeatures{uIds}); +features = allFeatures(allIndices, :); +end + +function [projectedPoints, inliers, predictedScales, viewAngles] = removeOutlierMapPoints(... + mapPoints, pose, intrinsics, localPointsIndices, scaleFactor, ... + numLevels) + +% 1) Points within the image bounds +xyzPoints = mapPoints.WorldPoints(localPointsIndices, :); +[projectedPoints, isInImage] = world2img(xyzPoints, pose2extr(pose), intrinsics); + +if isempty(projectedPoints) + error('Tracking failed. Try inserting new key frames more frequently.') +end + +% 2) Parallax less than 60 degrees +cameraNormVector = [0 0 1] * pose.Rotation; +cameraToPoints = xyzPoints - pose.Translation; +viewDirection = mapPoints.ViewingDirection(localPointsIndices, :); +validByView = sum(viewDirection.*cameraToPoints, 2) > ... + cosd(60)*(vecnorm(cameraToPoints, 2, 2)); + +% 3) Distance from map point to camera center is in the range of scale +% invariant depth +minDist = mapPoints.DistanceLimits(localPointsIndices,1)/scaleFactor; +maxDist = mapPoints.DistanceLimits(localPointsIndices,2)*scaleFactor; +dist = vecnorm(xyzPoints - pose.Translation, 2, 2); + +validByDistance = dist > minDist & dist < maxDist; + +inliers = isInImage & validByView & validByDistance; + +% Predicted scales +level= ceil(log(maxDist ./ dist)./log(scaleFactor)); +level(level<0) = 0; +level(level>=numLevels-1) = numLevels-1; +predictedScales = scaleFactor.^level; + +% View angles +viewAngles = acosd(sum(cameraNormVector.*cameraToPoints, 2) ./ ... + vecnorm(cameraToPoints, 2, 2)); + +predictedScales = predictedScales(inliers); +viewAngles = viewAngles(inliers); + +projectedPoints = projectedPoints(inliers, :); +end + +function isKeyFrame = checkKeyFrame(numPointsRefKeyFrame, lastKeyFrameIndex, ... + currFrameIndex, mapPointsIndices, numSkipFrames, numPointsKeyFrame) + +% More than numSkipFrames frames have passed from last key frame insertion +tooManyNonKeyFrames = currFrameIndex > lastKeyFrameIndex + numSkipFrames; + +% Track less than numPointsKeyFrame map points +tooFewMapPoints = numel(mapPointsIndices) < numPointsKeyFrame; + +% Tracked map points are fewer than 90% of points tracked by +% the reference key frame +tooFewTrackedPoints = numel(mapPointsIndices) < 0.9 * numPointsRefKeyFrame; + +isKeyFrame = (tooManyNonKeyFrames || tooFewMapPoints) && tooFewTrackedPoints; +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperVisualizeMatchedFeatures.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperVisualizeMatchedFeatures.m new file mode 100644 index 0000000000000000000000000000000000000000..ff223197e98f091b99e2d4ea5cb42411f276b9c3 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperVisualizeMatchedFeatures.m @@ -0,0 +1,50 @@ +classdef helperVisualizeMatchedFeatures < handle +%helperVisualizeMatchedFeatures show the matched features in a frame +% +% This is an example helper class that is subject to change or removal +% in future releases. + +% Copyright 2019-2020 The MathWorks, Inc. + + properties (Access = private) + Image + + Feature + end + + methods (Access = public) + + function obj = helperVisualizeMatchedFeatures(I, featurePoints) + locations= featurePoints.Location; + + % Plot image + hFig = figure; + hAxes = newplot(hFig); + + % Set figure visibility and position + hFig.Visible = 'on'; + movegui(hFig, [300 220]); + + % Show the image + obj.Image = imshow(I, 'Parent', hAxes, 'Border', 'tight'); + title(hAxes, 'Matched Features in Current Frame'); + hold(hAxes, 'on'); + + % Plot features + plot(featurePoints, hAxes, 'ShowOrientation',false, ... + 'ShowScale',false); + obj.Feature = findobj(hAxes.Parent,'Type','Line'); + end + + function updatePlot(obj, I, featurePoints) + locations = featurePoints.Location; + obj.Image.CData = I; + obj.Feature.XData = locations(:,1); + obj.Feature.YData = locations(:,2); + drawnow limitrate + end + end +end + + + diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/helperVisualizeMotionAndStructure.m b/target/classes/vslam/Mathworks_VSLAM_Example/helperVisualizeMotionAndStructure.m new file mode 100644 index 0000000000000000000000000000000000000000..b064c0480c02a1f23f6c64ff7d6a4dfe3c723953 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_Example/helperVisualizeMotionAndStructure.m @@ -0,0 +1,156 @@ +classdef helperVisualizeMotionAndStructure < handle +%helperVisualizeMatchedFeatures show map points and camera trajectory +% +% This is an example helper class that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + + properties + XLim = [-1.5 1.5] + + YLim = [-1 0.5] + + ZLim = [-0.5 2] + + Axes + end + + properties (Access = private) + MapPointsPlot + + EstimatedTrajectory + + OptimizedTrajectory + + CameraPlot + end + + methods (Access = public) + function obj = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPoints, varargin) + + if nargin > 2 + obj.XLim = varargin{1}; + obj.YLim = varargin{2}; + obj.ZLim = varargin{3}; + end + + [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints); + + obj.MapPointsPlot = pcplayer(obj.XLim, obj.YLim, obj.ZLim, ... + 'VerticalAxis', 'y', 'VerticalAxisDir', 'down'); + + obj.Axes = obj.MapPointsPlot.Axes; + obj.MapPointsPlot.view(xyzPoints); + obj.Axes.Children.DisplayName = 'Map points'; + + hold(obj.Axes, 'on'); + + % Set figure position on the screen + movegui(obj.Axes.Parent, [1000 200]); + + % Plot camera trajectory + obj.EstimatedTrajectory = plot3(obj.Axes, trajectory(:,1), trajectory(:,2), ... + trajectory(:,3), 'r', 'LineWidth', 2 , 'DisplayName', 'Estimated trajectory'); + + % Plot the current cameras + obj.CameraPlot = plotCamera(currPose, 'Parent', obj.Axes, 'Size', 0.05); + end + + function updatePlot(obj, vSetKeyFrames, mapPoints) + + [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints); + + % Update the point cloud + obj.MapPointsPlot.view(xyzPoints); + + % Update the camera trajectory + set(obj.EstimatedTrajectory, 'XData', trajectory(:,1), 'YData', ... + trajectory(:,2), 'ZData', trajectory(:,3)); + + % Update the current camera pose since the first camera is fixed + obj.CameraPlot.AbsolutePose = currPose.AbsolutePose; + obj.CameraPlot.Label = num2str(currPose.ViewId); + + drawnow limitrate + end + + function plotOptimizedTrajectory(obj, poses) + + % Delete the camera plot + delete(obj.CameraPlot); + + % Plot the optimized trajectory + trans = vertcat(poses.AbsolutePose.Translation); + obj.OptimizedTrajectory = plot3(obj.Axes, trans(:, 1), trans(:, 2), trans(:, 3), 'm', ... + 'LineWidth', 2, 'DisplayName', 'Optimized trajectory'); + end + + function plotActualTrajectory(obj, gTruth, optimizedPoses) + estimatedCams = vertcat(optimizedPoses.AbsolutePose.Translation); + actualCams = vertcat(gTruth.Translation); + scale = median(vecnorm(actualCams, 2, 2))/ median(vecnorm(estimatedCams, 2, 2)); + + % Update the plot based on the ground truth + updatePlotScale(obj, scale); + + % Plot the ground truth + plot3(obj.Axes, actualCams(:,1), actualCams(:,2), actualCams(:,3), ... + 'g','LineWidth',2, 'DisplayName', 'Actual trajectory'); + + drawnow limitrate + end + + function showLegend(obj) + % Add a legend to the axes + hLegend = legend(obj.Axes, 'Location', 'northeast', ... + 'TextColor', [1 1 1], 'FontWeight', 'bold'); + end + end + + methods (Access = private) + function [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints) + camPoses = poses(vSetKeyFrames); + currPose = camPoses(end,:); % Contains both ViewId and Pose + + % Ensure the rotation matrix is a rigid transformation + R = double(currPose.AbsolutePose.R); + t = double(currPose.AbsolutePose.Translation); + [U, ~, V] = svd(R); + currPose.AbsolutePose.A = eye(4); + currPose.AbsolutePose.A(1:3, 4) = t; + currPose.AbsolutePose.A(1:3, 1:3) = U * V'; + + trajectory = vertcat(camPoses.AbsolutePose.Translation); + xyzPoints = mapPoints.WorldPoints; + + % Only plot the points within the limit + inPlotRange = xyzPoints(:, 1) > obj.XLim(1) & ... + xyzPoints(:, 1) < obj.XLim(2) & xyzPoints(:, 2) > obj.YLim(1) & ... + xyzPoints(:, 2) < obj.YLim(2) & xyzPoints(:, 3) > obj.ZLim(1) & ... + xyzPoints(:, 3) < obj.ZLim(2); + xyzPoints = xyzPoints(inPlotRange, :); + end + + function updatePlotScale(obj, scale) + % Update the map points and camera trajectory based on the + % ground truth scale + obj.Axes.XLim = obj.Axes.XLim * scale; + obj.Axes.YLim = obj.Axes.YLim * scale; + obj.Axes.ZLim = obj.Axes.ZLim * scale; + + % Map points + obj.Axes.Children(end).XData = obj.Axes.Children(end).XData * scale; + obj.Axes.Children(end).YData = obj.Axes.Children(end).YData * scale; + obj.Axes.Children(end).ZData = obj.Axes.Children(end).ZData * scale; + + % Estiamted and optimized Camera trajectory + obj.EstimatedTrajectory.XData = obj.EstimatedTrajectory.XData * scale; + obj.EstimatedTrajectory.YData = obj.EstimatedTrajectory.YData * scale; + obj.EstimatedTrajectory.ZData = obj.EstimatedTrajectory.ZData * scale; + obj.OptimizedTrajectory.XData = obj.OptimizedTrajectory.XData * scale; + obj.OptimizedTrajectory.YData = obj.OptimizedTrajectory.YData * scale; + obj.OptimizedTrajectory.ZData = obj.OptimizedTrajectory.ZData * scale; + end + end +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_Example/orbslamGroundTruth.mat b/target/classes/vslam/Mathworks_VSLAM_Example/orbslamGroundTruth.mat new file mode 100644 index 0000000000000000000000000000000000000000..ea1360e39c14cb70268bf6d6d4202b51eaf02014 Binary files /dev/null and b/target/classes/vslam/Mathworks_VSLAM_Example/orbslamGroundTruth.mat differ diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/VisualSLAMWithAnRGBDCameraExample.mlx b/target/classes/vslam/Mathworks_VSLAM_RGBD/VisualSLAMWithAnRGBDCameraExample.mlx new file mode 100644 index 0000000000000000000000000000000000000000..b2a042f3ed3d1de4c0281552531e4780e2c16187 Binary files /dev/null and b/target/classes/vslam/Mathworks_VSLAM_RGBD/VisualSLAMWithAnRGBDCameraExample.mlx differ diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/bagOfFeaturesDataSLAM.mat b/target/classes/vslam/Mathworks_VSLAM_RGBD/bagOfFeaturesDataSLAM.mat new file mode 100644 index 0000000000000000000000000000000000000000..bba0c9c9f9fced2771381f71adc28636701665c9 Binary files /dev/null and b/target/classes/vslam/Mathworks_VSLAM_RGBD/bagOfFeaturesDataSLAM.mat differ diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperAddLoopConnectionsStereo.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperAddLoopConnectionsStereo.m new file mode 100644 index 0000000000000000000000000000000000000000..5ddcc506b3caa8b678b41692fdd27289826c70d7 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperAddLoopConnectionsStereo.m @@ -0,0 +1,81 @@ +function [isLoopClosed, mapPoints, vSetKeyFrames] = helperAddLoopConnectionsStereo(... + mapPoints, vSetKeyFrames, loopCandidates, currKeyFrameId, currFeatures, ... + currPoints, loopEdgeNumMatches, varargin) +%helperAddLoopConnectionsStereo add connections between the current key frame and +% the valid loop candidate key frames. A loop candidate is valid if it has +% enough covisible map points with the current key frame. + +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + +if nargin > 7 + maxDistance = varargin{1}; +else + maxDistance = 4; +end + +loopClosureEdge = []; + +numCandidates = size(loopCandidates,2); +[index3d1, index2d1] = findWorldPointsInView(mapPoints, currKeyFrameId); +validFeatures1 = currFeatures.Features(index2d1, :); +validPoints1 = currPoints(index2d1, :); + +for k = 1 : numCandidates + [index3d2, index2d2] = findWorldPointsInView(mapPoints, loopCandidates(k)); + allFeatures2 = vSetKeyFrames.Views.Features{loopCandidates(k)}; + allPoints2 = vSetKeyFrames.Views.Points{loopCandidates(k)}; + validFeatures2 = allFeatures2(index2d2, :); + validPoints2 = allPoints2(index2d2, :); + + indexPairs = matchFeatures(binaryFeatures(validFeatures1), binaryFeatures(validFeatures2), ... + 'Unique', true, 'MaxRatio', 0.9, 'MatchThreshold', 40); + + % Orientation consistency check + orientation1 = validPoints1.Orientation(indexPairs(:,1)); + orientation2 = validPoints2.Orientation(indexPairs(:,2)); + [N, ~, bin] = histcounts(abs(orientation1 - orientation2), 0:pi/30:2*pi); + [~, ia] = maxk(N, 3); % Select the top 3 bins + isConsistent = ismember(bin, ia); + + indexPairs = indexPairs(isConsistent, :); + + % Check if all the candidate key frames have strong connection with the + % current keyframe + if size(indexPairs, 1) < loopEdgeNumMatches + continue + end + + % Estimate the relative pose of the current key frame with respect to the + % loop candidate keyframe with the highest similarity score + + worldPoints1 = mapPoints.WorldPoints(index3d1(indexPairs(:, 1)), :); + worldPoints2 = mapPoints.WorldPoints(index3d2(indexPairs(:, 2)), :); + + tform1 = pose2extr(vSetKeyFrames.Views.AbsolutePose(end)); + tform2 = pose2extr(vSetKeyFrames.Views.AbsolutePose(loopCandidates(k))); + + worldPoints1InCamera1 = transformPointsForward(tform1, worldPoints1); + worldPoints2InCamera2 = transformPointsForward(tform2, worldPoints2); + + w = warning('off','all'); + [tform, inlierIndex] = estgeotform3d(worldPoints1InCamera1, ... + worldPoints2InCamera2, 'rigid', 'MaxNumTrials', 1e4, 'MaxDistance', maxDistance); + warning(w); + + % Add connection between the current key frame and the loop key frame + matches = uint32([index2d2(indexPairs(inlierIndex, 2)), index2d1(indexPairs(inlierIndex, 1))]); + vSetKeyFrames = addConnection(vSetKeyFrames, loopCandidates(k), currKeyFrameId, tform, 'Matches', matches); + disp(['Loop edge added between keyframe: ', num2str(loopCandidates(k)), ' and ', num2str(currKeyFrameId)]); + + % Fuse co-visible map points + matchedIndex3d1 = index3d1(indexPairs(inlierIndex, 1)); + matchedIndex3d2 = index3d2(indexPairs(inlierIndex, 2)); + mapPoints = updateWorldPoints(mapPoints, matchedIndex3d1, mapPoints.WorldPoints(matchedIndex3d2, :)); + + loopClosureEdge = [loopClosureEdge; loopCandidates(k), currKeyFrameId]; +end +isLoopClosed = ~isempty(loopClosureEdge); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperAddNewKeyFrame.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperAddNewKeyFrame.m new file mode 100644 index 0000000000000000000000000000000000000000..8171da4598e2f5e654d532de5f2eafe794b88a54 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperAddNewKeyFrame.m @@ -0,0 +1,54 @@ +function [mapPoints, vSetKeyFrames] = helperAddNewKeyFrame(mapPoints, vSetKeyFrames,... + cameraPose, currFeatures, currPoints, mapPointsIndices, featureIndices, keyFramesIndices) +%helperAddNewKeyFrame add key frames to the key frame set +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +viewId = vSetKeyFrames.Views.ViewId(end)+1; + +vSetKeyFrames = addView(vSetKeyFrames, viewId, cameraPose,... + 'Features', currFeatures.Features, ... + 'Points', currPoints); + +viewsAbsPoses = vSetKeyFrames.Views.AbsolutePose; + +for i = 1:numel(keyFramesIndices) + localKeyFrameId = keyFramesIndices(i); + if isSimMode() + [index3d, index2d] = findWorldPointsInView(mapPoints, localKeyFrameId); + else + [index3dCg, index2dCg] = findWorldPointsInView(mapPoints, localKeyFrameId); + index3d = index3dCg{1}; + index2d = index2dCg{1}; + end + [~, ia, ib] = intersect(index3d, mapPointsIndices, 'stable'); + + prePose = viewsAbsPoses(localKeyFrameId); + relPose = rigidtform3d(prePose.R' * cameraPose.R, ... + (cameraPose.Translation-prePose.Translation)*prePose.R); + + if numel(ia) > 5 + if isSimMode() + vSetKeyFrames = addConnection(vSetKeyFrames, localKeyFrameId, viewId, relPose, ... + 'Matches', [index2d(ia),featureIndices(ib)]); + else + coder.varsize('matches', [inf 2], [1, 0]); + fIndices = featureIndices(ib(:)); + matches = [index2d(ia), fIndices]; + vSetKeyFrames = addConnection(vSetKeyFrames, localKeyFrameId, viewId, relPose, ... + 'Matches', matches); + end + end +end + +mapPoints = addCorrespondences(mapPoints, viewId, mapPointsIndices, ... + featureIndices); +end + +function tf = isSimMode() + tf = isempty(coder.target); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperCheckLoopClosure.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperCheckLoopClosure.m new file mode 100644 index 0000000000000000000000000000000000000000..7cff3e85c2f308126c160e6d73176923a5b38914 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperCheckLoopClosure.m @@ -0,0 +1,58 @@ +function [isDetected, loopKeyFrameIds] = helperCheckLoopClosure(vSetKeyFrames, ... + currKeyframeId, imageDatabase, currImg, loopEdgeNumMatches) +%helperCheckLoopClosure detect loop candidates key frames by retrieving +% visually similar images from the feature database. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2023 The MathWorks, Inc. +%#codegen + +% Retrieve all the visually similar key frames +[candidateViewIds, similarityscores] = retrieveImages(currImg, imageDatabase); + +% Compute similarity between the current key frame and its strongly-connected +% key frames. The minimum similarity score is used as a baseline to find +% loop candidate key frames, which are visually similar to but not connected +% to the current key frame +covisViews = connectedViews(vSetKeyFrames, currKeyframeId); +covisViewsIds = covisViews.ViewId; +strongCovisViews = connectedViews(vSetKeyFrames, currKeyframeId, 'MinNumMatches', loopEdgeNumMatches); +strongCovisViewIds = strongCovisViews.ViewId; + +% Retrieve the top 10 similar connected key frames +[~,~,scores] = evaluateImageRetrieval(currImg, imageDatabase, strongCovisViewIds, 'NumResults', 10); +minScore = min(scores); + +[loopKeyFrameIds,ia] = setdiff(candidateViewIds, covisViewsIds, 'stable'); + +% Scores of non-connected key frames +candidateScores = similarityscores(ia); % Descending + +if ~isempty(ia) + bestScore = candidateScores(1); + + % Score must be higher than the 75% of the best score + isValid = candidateScores > max(bestScore*0.75, minScore); + + loopKeyFrameIds = loopKeyFrameIds(isValid); +else + loopKeyFrameIds = zeros(coder.ignoreConst(0), coder.ignoreConst(0), class(loopKeyFrameIds)); +end + +% Loop candidates need to be consecutively detected +minNumCandidates = 3; % At least 3 candidates are found +if size(loopKeyFrameIds,1) >= minNumCandidates + groups = nchoosek(loopKeyFrameIds, minNumCandidates); + consecutiveGroups = groups(max(groups,[],2) - min(groups,[],2) < 4, :); + if ~isempty(consecutiveGroups) % Consecutive candidates are found + loopKeyFrameIds = consecutiveGroups(1,:); + isDetected = true; + else + isDetected = false; + end +else + isDetected = false; +end +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperCreateNewMapPointsStereo.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperCreateNewMapPointsStereo.m new file mode 100644 index 0000000000000000000000000000000000000000..c66582c070cc9b01fcf8964b53f70b124810d02d --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperCreateNewMapPointsStereo.m @@ -0,0 +1,257 @@ +function [mapPoints, vSetKeyFrames, recentPointIdx, stereoMapPointsIndices] = helperCreateNewMapPointsStereo(... + mapPoints, vSetKeyFrames, currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax, ... + unmatchedFeatureIdx, stereoMapPointsIndices) +%helperCreateNewMapPointsStereo creates new map points by triangulating matched +% feature points in the current key frame and the connected key frames. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + +% Get connected key frames +KcViews = connectedViews(vSetKeyFrames, currKeyFrameId, minNumMatches); +KcIDs = KcViews.ViewId; + +% Retreive data of the current key frame +currPose = vSetKeyFrames.Views.AbsolutePose(currKeyFrameId); +currFeatures = vSetKeyFrames.Views.Features{currKeyFrameId}; +currPoints = vSetKeyFrames.Views.Points{currKeyFrameId}; +currLocations = currPoints.Location; +currScales = currPoints.Scale; + +% Camera projection matrix +currCamMatrix = cameraProjection(intrinsics, pose2extr(currPose)); + +recentPointIdx = []; + +for i = numel(KcIDs):-1:1 + + kfPose = vSetKeyFrames.Views.AbsolutePose(KcIDs(i)); + [~, kfIndex2d] = findWorldPointsInView(mapPoints, KcIDs(i)); + kfCamMatrix = cameraProjection(intrinsics, pose2extr(kfPose)); + + % Skip the key frame is the change of view is small + isViewClose = norm(kfPose.Translation - currPose.Translation) < 0.2; %baseline + if isViewClose + continue + end + + % Retrieve data of the connected key frame + kfFeatures = vSetKeyFrames.Views.Features{KcIDs(i)}; + kfPoints = vSetKeyFrames.Views.Points{KcIDs(i)}; + kfLocations = kfPoints.Location; + kfScales = kfPoints.Scale; + + % currIndex2d changes in each iteration as new map points are created + [~, currIndex2d] = findWorldPointsInView(mapPoints, currKeyFrameId); + + % Only use unmatched feature points + uIndices1 = setdiff(uint32(1:size(kfFeatures,1))', kfIndex2d); + uIndices2 = [setdiff(uint32(1:size(currFeatures,1))', currIndex2d); unmatchedFeatureIdx]; + + uFeatures1 = kfFeatures(uIndices1, :); + uFeatures2 = currFeatures(uIndices2, :); + + uLocations1 = kfLocations(uIndices1, :); + uLocations2 = currLocations(uIndices2, :); + + uScales1 = kfScales(uIndices1); + uScales2 = currScales(uIndices2); + + indexPairs = matchFeatures(binaryFeatures(uFeatures1), binaryFeatures(uFeatures2),... + 'Unique', true, 'MaxRatio', 0.7, 'MatchThreshold', 40); + + if isempty(indexPairs) + continue + end + + % Created from stereo + [~, ia, ib] = intersect(unmatchedFeatureIdx, uIndices2(indexPairs(:, 2))); + + isNewPointStereo = ~isempty(ia); + + if isNewPointStereo + sIndices1 = uIndices1(indexPairs(ib, 1)); + sIndices2 = unmatchedFeatureIdx(ia); + + % Update the indices + unmatchedFeatureIdx = setdiff(unmatchedFeatureIdx, sIndices2); + + % Filtering by view direction and reprojection error + xyzPoints = mapPoints.WorldPoints(stereoMapPointsIndices(ia), :); + + % Compute reprojection errors + [points1proj, isInFrontOfCam1] = projectPoints(xyzPoints, kfCamMatrix); + [points2proj, isInFrontOfCam2] = projectPoints(xyzPoints, currCamMatrix); + points1 = uLocations1(indexPairs(ib, 1), :)'; + points2 = uLocations2(indexPairs(ib, 2), :)'; + errors1 = hypot(points1(1,:)-points1proj(1,:), ... + points1(2,:) - points1proj(2,:)); + errors2 = hypot(points2(1,:)-points2proj(1,:), ... + points2(2,:) - points2proj(2,:)); + + reprojectionErrors = mean([errors1; errors2])'; + + isValid = checkEpipolarConstraint(intrinsics, currPose, kfPose, points1', points2', indexPairs(ib, :), uScales2); + + validIdx = isInFrontOfCam1 & isInFrontOfCam2 & isValid; + + inlier = filterTriangulatedMapPoints(xyzPoints, kfPose, currPose, ... + uScales1(indexPairs(ib, 1)), uScales2(indexPairs(ib, 2)), ... + reprojectionErrors, scaleFactor, validIdx); + + if any(inlier) + mapPoints = addCorrespondences(mapPoints, KcIDs(i), stereoMapPointsIndices(ia(inlier)), sIndices1(inlier)); + recentPointIdx = union(recentPointIdx, stereoMapPointsIndices(ia(inlier))); + recentPointIdx = recentPointIdx(:); + end + + % Created from triangulation + isNotPicked = true(size(indexPairs, 1), 1); + isNotPicked(ib(inlier)) = false; + indexPairs = indexPairs(isNotPicked, :); + end + + if isempty(indexPairs) + continue + end + + % Need to determine which way the new world points are created + matchedPoints1 = uLocations1(indexPairs(:,1), :); + matchedPoints2 = uLocations2(indexPairs(:,2), :); + + % Check epipolar constraint + isValid = checkEpipolarConstraint(intrinsics, currPose, kfPose, matchedPoints1, matchedPoints2, indexPairs, uScales2); + + indexPairs = indexPairs(isValid, :); + matchedPoints1 = matchedPoints1(isValid, :); + matchedPoints2 = matchedPoints2(isValid, :); + + % Parallax check + isLarge = isLargeParalalx(matchedPoints1, matchedPoints2, kfPose, ... + currPose, intrinsics, minParallax); + + matchedPoints1 = matchedPoints1(isLarge, :); + matchedPoints2 = matchedPoints2(isLarge, :); + indexPairs = indexPairs(isLarge, :); + + % Triangulate two views to create new world points + [xyzPoints, reprojectionErrors, validIdx] = triangulate(matchedPoints1, ... + matchedPoints2, kfCamMatrix, currCamMatrix); + + % Filtering by view direction and reprojection error + inlier = filterTriangulatedMapPoints(xyzPoints, kfPose, currPose, ... + uScales1(indexPairs(:,1)), uScales2(indexPairs(:,2)), ... + reprojectionErrors, scaleFactor, validIdx); + + % Add new map points and update connections + addedMatches = []; + if any(inlier) + xyzPoints = xyzPoints(inlier,:); + indexPairs = indexPairs(inlier, :); + + mIndices1 = uIndices1(indexPairs(:, 1)); + mIndices2 = uIndices2(indexPairs(:, 2)); + + [mapPoints, indices] = addWorldPoints(mapPoints, xyzPoints); + recentPointIdx = [recentPointIdx; indices]; %#ok + + % Add new observations + mapPoints = addCorrespondences(mapPoints, KcIDs(i),indices, mIndices1); + mapPoints = addCorrespondences(mapPoints, currKeyFrameId, indices, mIndices2); + + addedMatches = [mIndices1, mIndices2]; % Triangulation + end + + if isNewPointStereo + addedMatches = [sIndices1, sIndices2; addedMatches]; + end + + % Update connections with new feature matches + [~,ia] = intersect(vSetKeyFrames.Connections{:,1:2}, ... + [KcIDs(i), currKeyFrameId], 'row', 'stable'); + oldMatches = vSetKeyFrames.Connections.Matches{ia}; + newMatches = [oldMatches; addedMatches]; + vSetKeyFrames = updateConnection(vSetKeyFrames, KcIDs(i), currKeyFrameId, ... + 'Matches', newMatches); + +end + +stereoMapPointsIndices = setdiff(stereoMapPointsIndices, recentPointIdx); +end + +function F = computeF(intrinsics, pose1, pose2) +R1 = pose1.R; +t1 = pose1.Translation'; + +R2 = pose2.R; +t2 = pose2.Translation'; + +R12 = R1'*R2; +t12 = R1'*(t2-t1); + +% Skew symmetric matrix +t12x = [0, -t12(3), t12(2) + t12(3), 0, -t12(1) + -t12(2) t12(1), 0]; + +F = intrinsics.K'\ t12x * R12 / intrinsics.K; +end + +function inlier = filterTriangulatedMapPoints(xyzPoints, pose1, pose2, ... + scales1, scales2, reprojectionErrors, scaleFactor, isInFront) + +camToPoints1= xyzPoints - pose1.Translation; +camToPoints2= xyzPoints - pose2.Translation; + +% Check scale consistency and reprojection errors +distances1 = vecnorm(camToPoints1, 2, 2); +distances2 = vecnorm(camToPoints2, 2, 2); +ratioDist = distances1./distances2; +ratioScale = scales2./scales1; + +ratioFactor = 1.5 * scaleFactor; + +isInScale = (ratioDist./ratioScale < ratioFactor | ... + ratioScale./ratioDist < ratioFactor); + +maxError = sqrt(6); +isSmallError= reprojectionErrors < maxError*min(scales1, scales2); +inlier = isInScale & isSmallError & isInFront; +end + +function isLarge = isLargeParalalx(points1, points2, pose1, pose2, intrinsics, minParallax) + +% Parallax check +K = intrinsics.IntrinsicMatrix; +ray1 = [points1, ones(size(points1(:,1)))]/K *pose1.Rotation; +ray2 = [points2, ones(size(points1(:,2)))]/K *pose2.Rotation; + +cosParallax = sum(ray1 .* ray2, 2) ./(vecnorm(ray1, 2, 2) .* vecnorm(ray2, 2, 2)); +isLarge = cosParallax < cosd(minParallax) & cosParallax > 0; +end + +%-------------------------------------------------------------------------- +function [points2d, isInFrontOfCamera] = projectPoints(points3d, P) +points3dHomog = [points3d, ones(size(points3d, 1), 1, 'like', points3d)]'; +points2dHomog = P * points3dHomog; +isInFrontOfCamera = points2dHomog(3, :)' > 0; +points2d = bsxfun(@rdivide, points2dHomog(1:2, :), points2dHomog(3, :)); +end + +function isValid = checkEpipolarConstraint(intrinsics, currPose, kfPose, matchedPoints1, matchedPoints2, indexPairs, uScales2) +% Epipole in the current key frame +epiPole = world2img(kfPose.Translation, pose2extr(currPose), intrinsics); +distToEpipole = vecnorm(matchedPoints2 - epiPole, 2, 2); + +% Compute fundamental matrix +F = computeF(intrinsics, kfPose, currPose); + +% Epipolar line in the second image +epiLine = epipolarLine(F, matchedPoints2); +distToLine = abs(sum(epiLine.* [matchedPoints1, ones(size(matchedPoints1,1), 1)], 2))./... + sqrt(sum(epiLine(:,1:2).^2, 2)); +isValid = distToLine < 2*uScales2(indexPairs(:,2)) & ... + distToEpipole > 10*uScales2(indexPairs(:,2)); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperLocalBundleAdjustmentStereo.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperLocalBundleAdjustmentStereo.m new file mode 100644 index 0000000000000000000000000000000000000000..1272b7951bbf8e6d80da44cd4b1a590038d46e4c --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperLocalBundleAdjustmentStereo.m @@ -0,0 +1,49 @@ +function [mapPoints, vSetKeyFrames, newPointIdx, stereoMapPointsIndices] = helperLocalBundleAdjustmentStereo(mapPoints, ... + vSetKeyFrames, currKeyFrameId, intrinsics, newPointIdx, stereoMapPointsIndices) +%helperLocalBundleAdjustmentStereo refine the pose of the current key frame and +% the map of the surrrounding scene. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2020-2022 The MathWorks, Inc. + +if currKeyFrameId > 2 + + [refinedViews, dist] = connectedViews(vSetKeyFrames, currKeyFrameId, MaxDistance=2); + refinedKeyFrameIds = refinedViews.ViewId; + + % Always fix the first two key frames + fixedViewIds = refinedKeyFrameIds(dist==2); + fixedViewIds = fixedViewIds(1:min(10, numel(fixedViewIds))); + + % Always fix the first two key frames + fixedViewIds = [fixedViewIds; intersect(refinedKeyFrameIds, [1 2])]; + + refinedKeyFrameIds = [refinedKeyFrameIds; currKeyFrameId]; + +else + refinedKeyFrameIds = [1 2]; + fixedViewIds = 1; +end + +% Refine local key frames and map points +[mapPoints, vSetKeyFrames, mapPointIdx, reprojectionErrors] = bundleAdjustment(... + mapPoints, vSetKeyFrames, refinedKeyFrameIds, intrinsics, 'FixedViewIDs', fixedViewIds, ... + 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-16, 'Solver', 'preconditioned-conjugate-gradient', ... + 'MaxIteration', 10); + +maxError = 6; +isInlier = reprojectionErrors < maxError; +outlierIdx = mapPointIdx(~isInlier); +newPointIdx = setdiff(newPointIdx, outlierIdx); + +% Update map points and key frames +if ~isempty(outlierIdx) + mapPoints = removeWorldPoints(mapPoints, outlierIdx); +end + +newPointIdx = newPointIdx - arrayfun(@(x) nnz(x>outlierIdx), newPointIdx); +stereoMapPointsIndices = stereoMapPointsIndices - arrayfun(@(x) nnz(x>outlierIdx), stereoMapPointsIndices); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperORBFeatureExtractorFunction.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperORBFeatureExtractorFunction.m new file mode 100644 index 0000000000000000000000000000000000000000..d8c77bf675b0e62057d8b72b15581914ba951f22 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperORBFeatureExtractorFunction.m @@ -0,0 +1,25 @@ +function [features, featureMetrics]= helperORBFeatureExtractorFunction(I) +% helperORBFeatureExtractorFunction Implements the ORB feature extraction +% used in bagOfFeatures. +% +% This is an example helper function that is subject to change or removal +% in future releases. + +% Copyright 2021 The MathWorks, Inc. + +numPoints = 1000; + +% Detect ORB features +Igray = im2gray(I); + +points = detectORBFeatures(Igray, 'ScaleFactor', 1.2, 'NumLevels', 8); + +% Select a subset of features, uniformly distributed throughout the image +points = selectUniform(points, numPoints, size(Igray, 1:2)); + +% Extract features +features = extractFeatures(Igray, points); + +% Compute the Feature Metric. Use the variance of features as the metric +featureMetrics = var(single(features.Features),[],2); + diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperTrackLastKeyFrame.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperTrackLastKeyFrame.m new file mode 100644 index 0000000000000000000000000000000000000000..467ff8188bc13a55f385e8062267d67f5d77ff54 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperTrackLastKeyFrame.m @@ -0,0 +1,106 @@ +%helperTrackLastKeyFrame Estimate the camera pose by tracking the last key frame +% [currPose, mapPointIdx, featureIdx] = helperTrackLastKeyFrameStereo(mapPoints, +% views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor) estimates +% the camera pose of the current frame by matching features with the +% previous key frame. +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Inputs +% ------ +% mapPoints - A helperMapPoints objects storing map points +% views - View attributes of key frames +% currFeatures - Features in the current frame +% currPoints - Feature points in the current frame +% lastKeyFrameId - ViewId of the last key frame +% intrinsics - Camera intrinsics +% scaleFactor - scale factor of features +% +% Outputs +% ------- +% currPose - Estimated camera pose of the current frame +% mapPointIdx - Indices of map points observed in the current frame +% featureIdx - Indices of features corresponding to mapPointIdx + +% Copyright 2019-2022 The MathWorks, Inc. + +function [currPose, mapPointIdx, featureIdx] = helperTrackLastKeyFrame(... + mapPoints, views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor) + +% Match features from the previous key frame with known world locations +[index3d, index2d] = findWorldPointsInView(mapPoints, lastKeyFrameId); +lastKeyFrameFeatures = views.Features{lastKeyFrameId}(index2d,:); +lastKeyFramePoints = views.Points{lastKeyFrameId}(index2d); + +indexPairs = matchFeatures(currFeatures, binaryFeatures(lastKeyFrameFeatures),... + 'Unique', true, 'MaxRatio', 0.9, 'MatchThreshold', 40); + +% Estimate the camera pose +matchedImagePoints = currPoints.Location(indexPairs(:,1),:); +matchedWorldPoints = mapPoints.WorldPoints(index3d(indexPairs(:,2)), :); + +matchedImagePoints = cast(matchedImagePoints, 'like', matchedWorldPoints); +[currPose, inlier, status] = estworldpose(... + matchedImagePoints, matchedWorldPoints, intrinsics, ... + 'Confidence', 95, 'MaxReprojectionError', 3, 'MaxNumTrials', 1e4); + +if status + currPose=[]; + mapPointIdx=[]; + featureIdx=[]; + return +end + +% Refine camera pose only +currPose = bundleAdjustmentMotion(matchedWorldPoints(inlier,:), ... + matchedImagePoints(inlier,:), currPose, intrinsics, ... + 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-15, 'MaxIteration', 20); + +% Search for more matches with the map points in the previous key frame +xyzPoints = mapPoints.WorldPoints(index3d,:); + +[projectedPoints, isInImage] = world2img(xyzPoints, pose2extr(currPose), intrinsics); +projectedPoints = projectedPoints(isInImage, :); + +minScales = max(1, lastKeyFramePoints.Scale(isInImage)/scaleFactor); +maxScales = lastKeyFramePoints.Scale(isInImage)*scaleFactor; +r = 4; +searchRadius = r*lastKeyFramePoints.Scale(isInImage); + +indexPairs = matchFeaturesInRadius(binaryFeatures(lastKeyFrameFeatures(isInImage,:)), ... + binaryFeatures(currFeatures.Features), currPoints, projectedPoints, searchRadius, ... + 'MatchThreshold', 40, 'MaxRatio', 0.8, 'Unique', true); + +if size(indexPairs, 1) < 20 + indexPairs = matchFeaturesInRadius(binaryFeatures(lastKeyFrameFeatures(isInImage,:)), ... + binaryFeatures(currFeatures.Features), currPoints, projectedPoints, 2*searchRadius, ... + 'MatchThreshold', 40, 'MaxRatio', 1, 'Unique', true); +end + +if size(indexPairs, 1) < 10 + currPose=[]; + mapPointIdx=[]; + featureIdx=[]; + return +end + +% Filter by scales +isGoodScale = currPoints.Scale(indexPairs(:, 2)) >= minScales(indexPairs(:, 1)) & ... + currPoints.Scale(indexPairs(:, 2)) <= maxScales(indexPairs(:, 1)); +indexPairs = indexPairs(isGoodScale, :); + +% Obtain the index of matched map points and features +tempIdx = find(isInImage); % Convert to linear index +mapPointIdx = index3d(tempIdx(indexPairs(:,1))); +featureIdx = indexPairs(:,2); + +% Refine the camera pose again +matchedWorldPoints = mapPoints.WorldPoints(mapPointIdx, :); +matchedImagePoints = currPoints.Location(featureIdx, :); + +currPose = bundleAdjustmentMotion(matchedWorldPoints, matchedImagePoints, ... + currPose, intrinsics, 'PointsUndistorted', true, 'AbsoluteTolerance', 1e-7,... + 'RelativeTolerance', 1e-15, 'MaxIteration', 20); +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperTrackLocalMap.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperTrackLocalMap.m new file mode 100644 index 0000000000000000000000000000000000000000..d64da7a28ae032e7fd6db8a0e0b689a2c90d06a6 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperTrackLocalMap.m @@ -0,0 +1,221 @@ +function [localKeyFrameIds, currPose, mapPointIdx, featureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPoints, vSetKeyFrames, mapPointIdx, ... + featureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + newKeyFrameAdded, lastKeyFrameIndex, currFrameIndex, numSkipFrames, numPointsKeyFrame) +%helperTrackLocalMap Refine camera pose by tracking the local map +% +% This is an example helper function that is subject to change or removal +% in future releases. +% +% Inputs +% ------ +% mapPoints - A worldpointset object storing map points +% vSetKeyFrames - An imageviewset storing key frames +% mapPointsIndices - Indices of map points observed in the current frame +% featureIndices - Indices of features in the current frame +% corresponding to map points denoted by mapPointsIndices +% currPose - Current camera pose +% currFeatures - ORB Features in the current frame +% currPoints - Feature points in the current frame +% intrinsics - Camera intrinsics +% scaleFactor - scale factor of features +% numLevels - number of levels in feature exatraction +% newKeyFrameAdded - A boolean scalar indicating if a new key frame is +% added recently +% lastKeyFrameIndex - Frame index of the last key frame +% currFrameIndex - Frame index of the current frame +% numSkipFrames - Largest number of frames to skip +% numPointsKeyFrame - Minimum number of points tracked by a key frame +% +% Outputs +% ------- +% localKeyFrameIds - ViewIds of the local key frames +% currPose - Refined camera pose of the current frame +% mapPointIdx - Indices of map points observed in the current frame +% featureIdx - Indices of features in the current frame corresponding +% to mapPointIdx +% isKeyFrame - A boolean scalar indicating if the current frame is +% a key frame + +% Copyright 2019-2022 The MathWorks, Inc. + +persistent numPointsRefKeyFrame localPointsIndices localKeyFrameIdsInternal + +if isempty(numPointsRefKeyFrame) || newKeyFrameAdded + [localPointsIndices, localKeyFrameIdsInternal, numPointsRefKeyFrame] = ... + updateRefKeyFrameAndLocalPoints(mapPoints, vSetKeyFrames, mapPointIdx); +end + +% Project the map into the frame and search for more map point correspondences +newMapPointIdx = setdiff(localPointsIndices, mapPointIdx, 'stable'); +localFeatures = getFeatures(mapPoints, vSetKeyFrames.Views, newMapPointIdx); +[projectedPoints, inlierIndex, predictedScales, viewAngles] = removeOutlierMapPoints(mapPoints, ... + currPose, intrinsics, newMapPointIdx, scaleFactor, numLevels); + +newMapPointIdx = newMapPointIdx(inlierIndex); +localFeatures = localFeatures(inlierIndex,:); + +unmatchedfeatureIdx = setdiff(cast((1:size( currFeatures.Features, 1)).', 'uint32'), ... + featureIdx,'stable'); +unmatchedFeatures = currFeatures.Features(unmatchedfeatureIdx, :); +unmatchedValidPoints= currPoints(unmatchedfeatureIdx); + +% Search radius depends on scale and view direction +searchRadius = 4*ones(size(localFeatures, 1), 1); +searchRadius(viewAngles<3) = 2.5; +searchRadius = searchRadius.*predictedScales; + +indexPairs = matchFeaturesInRadius(binaryFeatures(localFeatures),... + binaryFeatures(unmatchedFeatures), unmatchedValidPoints, projectedPoints, ... + searchRadius, 'MatchThreshold', 40, 'MaxRatio', 0.9, 'Unique', true); + +% Filter by scales +isGoodScale = currPoints.Scale(indexPairs(:, 2)) >= ... + max(1, predictedScales(indexPairs(:, 1))/scaleFactor) & ... + currPoints.Scale(indexPairs(:, 2)) <= predictedScales(indexPairs(:, 1)); +indexPairs = indexPairs(isGoodScale, :); + +% Refine camera pose with more 3D-to-2D correspondences +mapPointIdx = [newMapPointIdx(indexPairs(:,1)); mapPointIdx]; +featureIdx = [unmatchedfeatureIdx(indexPairs(:,2)); featureIdx]; +matchedMapPoints = mapPoints.WorldPoints(mapPointIdx,:); +matchedImagePoints = currPoints.Location(featureIdx,:); + +isKeyFrame = checkKeyFrame(numPointsRefKeyFrame, lastKeyFrameIndex, ... + currFrameIndex, mapPointIdx, numSkipFrames, numPointsKeyFrame); + +localKeyFrameIds = localKeyFrameIdsInternal; + +if isKeyFrame + % Refine camera pose only if the current frame is a key frame + currPose = bundleAdjustmentMotion(matchedMapPoints, matchedImagePoints, ... + currPose, intrinsics, 'PointsUndistorted', true, ... + 'AbsoluteTolerance', 1e-7, 'RelativeTolerance', 1e-16,'MaxIteration', 20); +end +end + +function [localPointsIndices, localKeyFrameIds, numPointsRefKeyFrame] = ... + updateRefKeyFrameAndLocalPoints(mapPoints, vSetKeyFrames, pointIndices) + +if vSetKeyFrames.NumViews == 1 + localKeyFrameIds = vSetKeyFrames.Views.ViewId; + localPointsIndices = (1:mapPoints.Count)'; + numPointsRefKeyFrame = mapPoints.Count; + return +end + +% The reference key frame has the most covisible map points +viewIds = findViewsOfWorldPoint(mapPoints, pointIndices); +refKeyFrameId = mode(vertcat(viewIds{:})); + +localKeyFrames = connectedViews(vSetKeyFrames, refKeyFrameId, "MaxDistance", 2); +localKeyFrameIds = [localKeyFrames.ViewId; refKeyFrameId]; + +pointIdx = findWorldPointsInView(mapPoints, localKeyFrameIds); +if iscell(pointIdx) + numPointsRefKeyFrame = numel(pointIdx{localKeyFrameIds==refKeyFrameId}); + localPointsIndices = sort(vertcat(pointIdx{:})); +else + numPointsRefKeyFrame = numel(pointIdx); + localPointsIndices = sort(pointIdx); +end +end + +function features = getFeatures(mapPoints, views, mapPointIdx) + +% Efficiently retrieve features and image points corresponding to map points +% denoted by mapPointIdx +allIndices = zeros(1, numel(mapPointIdx)); + +% ViewId and offset pair +count = []; % (ViewId, NumFeatures) +viewsFeatures = views.Features; + +for i = 1:numel(mapPointIdx) + index3d = mapPointIdx(i); + + viewId = double(mapPoints.RepresentativeViewId(index3d)); + + if isempty(count) + count = [viewId, size(viewsFeatures{viewId},1)]; + elseif ~any(count(:,1) == viewId) + count = [count; viewId, size(viewsFeatures{viewId},1)]; + end + + idx = find(count(:,1)==viewId); + + if idx > 1 + offset = sum(count(1:idx-1,2)); + else + offset = 0; + end + allIndices(i) = mapPoints.RepresentativeFeatureIndex(index3d) + offset; +end + +uIds = count(:,1); + +% Concatenating features and indexing once is faster than accessing via a for loop +allFeatures = vertcat(viewsFeatures{uIds}); +features = allFeatures(allIndices, :); +end + +function [projectedPoints, inliers, predictedScales, viewAngles] = removeOutlierMapPoints(... + mapPoints, pose, intrinsics, localPointsIndices, scaleFactor, ... + numLevels) + +% 1) Points within the image bounds +xyzPoints = mapPoints.WorldPoints(localPointsIndices, :); +[projectedPoints, isInImage] = world2img(xyzPoints, pose2extr(pose), intrinsics); + +if isempty(projectedPoints) + error('Tracking failed. Try inserting new key frames more frequently.') +end + +% 2) Parallax less than 60 degrees +cameraNormVector = [0 0 1] * pose.Rotation; +cameraToPoints = xyzPoints - pose.Translation; +viewDirection = mapPoints.ViewingDirection(localPointsIndices, :); +validByView = sum(viewDirection.*cameraToPoints, 2) > ... + cosd(60)*(vecnorm(cameraToPoints, 2, 2)); + +% 3) Distance from map point to camera center is in the range of scale +% invariant depth +minDist = mapPoints.DistanceLimits(localPointsIndices,1)/scaleFactor; +maxDist = mapPoints.DistanceLimits(localPointsIndices,2)*scaleFactor; +dist = vecnorm(xyzPoints - pose.Translation, 2, 2); + +validByDistance = dist > minDist & dist < maxDist; + +inliers = isInImage & validByView & validByDistance; + +% Predicted scales +level= ceil(log(maxDist ./ dist)./log(scaleFactor)); +level(level<0) = 0; +level(level>=numLevels-1) = numLevels-1; +predictedScales = scaleFactor.^level; + +% View angles +viewAngles = acosd(sum(cameraNormVector.*cameraToPoints, 2) ./ ... + vecnorm(cameraToPoints, 2, 2)); + +predictedScales = predictedScales(inliers); +viewAngles = viewAngles(inliers); + +projectedPoints = projectedPoints(inliers, :); +end + +function isKeyFrame = checkKeyFrame(numPointsRefKeyFrame, lastKeyFrameIndex, ... + currFrameIndex, mapPointsIndices, numSkipFrames, numPointsKeyFrame) + +% More than numSkipFrames frames have passed from last key frame insertion +tooManyNonKeyFrames = currFrameIndex > lastKeyFrameIndex + numSkipFrames; + +% Track less than numPointsKeyFrame map points +tooFewMapPoints = numel(mapPointsIndices) < numPointsKeyFrame; + +% Tracked map points are fewer than 90% of points tracked by +% the reference key frame +tooFewTrackedPoints = numel(mapPointsIndices) < 0.9 * numPointsRefKeyFrame; + +isKeyFrame = (tooManyNonKeyFrames || tooFewMapPoints) && tooFewTrackedPoints; +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMatchedFeaturesRGBD.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMatchedFeaturesRGBD.m new file mode 100644 index 0000000000000000000000000000000000000000..5aec70402a9a02803db91acb4e292a4e577e49cb --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMatchedFeaturesRGBD.m @@ -0,0 +1,56 @@ +classdef helperVisualizeMatchedFeaturesRGBD < handle +%helperVisualizeMatchedFeaturesRGBD show the matched features in a frame +% +% This is an example helper class that is subject to change or removal +% in future releases. + +% Copyright 2021 The MathWorks, Inc. + + properties (Access = private) + Image + + Feature + end + + methods (Access = public) + + function obj = helperVisualizeMatchedFeaturesRGBD(I1, I2, points) + + % Plot image + hFig = figure; + hAxes = newplot(hFig); + + % Set figure visibility and position + hFig.Visible = 'on'; + movegui(hFig, [200 200]); + + % Show the image and features + obj.Image = showMatchedFeatures(I1, I2, points, ... + points, 'montage', 'Parent', hAxes, ... + 'PlotOptions', {'g+','g+',''}); + title(hAxes, 'Matched Features in Current Frame'); + hold(hAxes, 'on'); + + obj.Feature = findobj(hAxes.Parent,'Type','Line'); + end + + function updatePlot(obj, I1, I2, points) + + % Color and depth image + obj.Image.CData = imfuse(I1, I2, 'montage'); + + % Connecting lines + obj.Feature(1).XData = NaN; + obj.Feature(1).YData = NaN; + + % Right image + obj.Feature(2).XData = points.Location(:,1) + size(I1, 2); + obj.Feature(2).YData = points.Location(:,2); + + % Left image + obj.Feature(3).XData = points.Location(:,1); + obj.Feature(3).YData = points.Location(:,2); + drawnow limitrate + end + end +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMotionAndStructure.m b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMotionAndStructure.m new file mode 100644 index 0000000000000000000000000000000000000000..b064c0480c02a1f23f6c64ff7d6a4dfe3c723953 --- /dev/null +++ b/target/classes/vslam/Mathworks_VSLAM_RGBD/helperVisualizeMotionAndStructure.m @@ -0,0 +1,156 @@ +classdef helperVisualizeMotionAndStructure < handle +%helperVisualizeMatchedFeatures show map points and camera trajectory +% +% This is an example helper class that is subject to change or removal +% in future releases. + +% Copyright 2019-2022 The MathWorks, Inc. + + properties + XLim = [-1.5 1.5] + + YLim = [-1 0.5] + + ZLim = [-0.5 2] + + Axes + end + + properties (Access = private) + MapPointsPlot + + EstimatedTrajectory + + OptimizedTrajectory + + CameraPlot + end + + methods (Access = public) + function obj = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPoints, varargin) + + if nargin > 2 + obj.XLim = varargin{1}; + obj.YLim = varargin{2}; + obj.ZLim = varargin{3}; + end + + [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints); + + obj.MapPointsPlot = pcplayer(obj.XLim, obj.YLim, obj.ZLim, ... + 'VerticalAxis', 'y', 'VerticalAxisDir', 'down'); + + obj.Axes = obj.MapPointsPlot.Axes; + obj.MapPointsPlot.view(xyzPoints); + obj.Axes.Children.DisplayName = 'Map points'; + + hold(obj.Axes, 'on'); + + % Set figure position on the screen + movegui(obj.Axes.Parent, [1000 200]); + + % Plot camera trajectory + obj.EstimatedTrajectory = plot3(obj.Axes, trajectory(:,1), trajectory(:,2), ... + trajectory(:,3), 'r', 'LineWidth', 2 , 'DisplayName', 'Estimated trajectory'); + + % Plot the current cameras + obj.CameraPlot = plotCamera(currPose, 'Parent', obj.Axes, 'Size', 0.05); + end + + function updatePlot(obj, vSetKeyFrames, mapPoints) + + [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints); + + % Update the point cloud + obj.MapPointsPlot.view(xyzPoints); + + % Update the camera trajectory + set(obj.EstimatedTrajectory, 'XData', trajectory(:,1), 'YData', ... + trajectory(:,2), 'ZData', trajectory(:,3)); + + % Update the current camera pose since the first camera is fixed + obj.CameraPlot.AbsolutePose = currPose.AbsolutePose; + obj.CameraPlot.Label = num2str(currPose.ViewId); + + drawnow limitrate + end + + function plotOptimizedTrajectory(obj, poses) + + % Delete the camera plot + delete(obj.CameraPlot); + + % Plot the optimized trajectory + trans = vertcat(poses.AbsolutePose.Translation); + obj.OptimizedTrajectory = plot3(obj.Axes, trans(:, 1), trans(:, 2), trans(:, 3), 'm', ... + 'LineWidth', 2, 'DisplayName', 'Optimized trajectory'); + end + + function plotActualTrajectory(obj, gTruth, optimizedPoses) + estimatedCams = vertcat(optimizedPoses.AbsolutePose.Translation); + actualCams = vertcat(gTruth.Translation); + scale = median(vecnorm(actualCams, 2, 2))/ median(vecnorm(estimatedCams, 2, 2)); + + % Update the plot based on the ground truth + updatePlotScale(obj, scale); + + % Plot the ground truth + plot3(obj.Axes, actualCams(:,1), actualCams(:,2), actualCams(:,3), ... + 'g','LineWidth',2, 'DisplayName', 'Actual trajectory'); + + drawnow limitrate + end + + function showLegend(obj) + % Add a legend to the axes + hLegend = legend(obj.Axes, 'Location', 'northeast', ... + 'TextColor', [1 1 1], 'FontWeight', 'bold'); + end + end + + methods (Access = private) + function [xyzPoints, currPose, trajectory] = retrievePlottedData(obj, vSetKeyFrames, mapPoints) + camPoses = poses(vSetKeyFrames); + currPose = camPoses(end,:); % Contains both ViewId and Pose + + % Ensure the rotation matrix is a rigid transformation + R = double(currPose.AbsolutePose.R); + t = double(currPose.AbsolutePose.Translation); + [U, ~, V] = svd(R); + currPose.AbsolutePose.A = eye(4); + currPose.AbsolutePose.A(1:3, 4) = t; + currPose.AbsolutePose.A(1:3, 1:3) = U * V'; + + trajectory = vertcat(camPoses.AbsolutePose.Translation); + xyzPoints = mapPoints.WorldPoints; + + % Only plot the points within the limit + inPlotRange = xyzPoints(:, 1) > obj.XLim(1) & ... + xyzPoints(:, 1) < obj.XLim(2) & xyzPoints(:, 2) > obj.YLim(1) & ... + xyzPoints(:, 2) < obj.YLim(2) & xyzPoints(:, 3) > obj.ZLim(1) & ... + xyzPoints(:, 3) < obj.ZLim(2); + xyzPoints = xyzPoints(inPlotRange, :); + end + + function updatePlotScale(obj, scale) + % Update the map points and camera trajectory based on the + % ground truth scale + obj.Axes.XLim = obj.Axes.XLim * scale; + obj.Axes.YLim = obj.Axes.YLim * scale; + obj.Axes.ZLim = obj.Axes.ZLim * scale; + + % Map points + obj.Axes.Children(end).XData = obj.Axes.Children(end).XData * scale; + obj.Axes.Children(end).YData = obj.Axes.Children(end).YData * scale; + obj.Axes.Children(end).ZData = obj.Axes.Children(end).ZData * scale; + + % Estiamted and optimized Camera trajectory + obj.EstimatedTrajectory.XData = obj.EstimatedTrajectory.XData * scale; + obj.EstimatedTrajectory.YData = obj.EstimatedTrajectory.YData * scale; + obj.EstimatedTrajectory.ZData = obj.EstimatedTrajectory.ZData * scale; + obj.OptimizedTrajectory.XData = obj.OptimizedTrajectory.XData * scale; + obj.OptimizedTrajectory.YData = obj.OptimizedTrajectory.YData * scale; + obj.OptimizedTrajectory.ZData = obj.OptimizedTrajectory.ZData * scale; + end + end +end \ No newline at end of file diff --git a/target/classes/vslam/Mathworks_VSLAM_RGBD/orbslamGroundTruth.mat b/target/classes/vslam/Mathworks_VSLAM_RGBD/orbslamGroundTruth.mat new file mode 100644 index 0000000000000000000000000000000000000000..ea1360e39c14cb70268bf6d6d4202b51eaf02014 Binary files /dev/null and b/target/classes/vslam/Mathworks_VSLAM_RGBD/orbslamGroundTruth.mat differ diff --git a/target/classes/vslam/README 2.md b/target/classes/vslam/README 2.md new file mode 100644 index 0000000000000000000000000000000000000000..3a958ebcebb9cd8a0278721e6c043284b4e5cad3 --- /dev/null +++ b/target/classes/vslam/README 2.md @@ -0,0 +1,18 @@ + +## Notes + +Notes from Rohan: +- could use MATLAB coder to move MATLAB code to C/C++ code + - not sure if this is possible for Java code as well + - Prof. mentioned wanting Java code s.t. other students can read and critique codebase +- use MATLAB functions, create new MATLAB objects for data structures / database system +- dataset used by MATLAB example: https://cvg.cit.tum.de/data/datasets/rgbd-dataset + + +#### Performing VSLAM using online dataset + +- Open up MATLAB console +- Install necessary Mathworks Library: Vision, Visual SLAM (users will be queried to download necessary packages) +- In MATLAB console, set imagesPath to 'rgbd_dataset_freiburg3_long_office_household/rgb' +- Run the vslam_implementation.m script with the imagesPath as input +- Use output of worldPointSet for figuring out which key features belong to which objects diff --git a/target/classes/vslam/README.md b/target/classes/vslam/README.md new file mode 100644 index 0000000000000000000000000000000000000000..3a958ebcebb9cd8a0278721e6c043284b4e5cad3 --- /dev/null +++ b/target/classes/vslam/README.md @@ -0,0 +1,18 @@ + +## Notes + +Notes from Rohan: +- could use MATLAB coder to move MATLAB code to C/C++ code + - not sure if this is possible for Java code as well + - Prof. mentioned wanting Java code s.t. other students can read and critique codebase +- use MATLAB functions, create new MATLAB objects for data structures / database system +- dataset used by MATLAB example: https://cvg.cit.tum.de/data/datasets/rgbd-dataset + + +#### Performing VSLAM using online dataset + +- Open up MATLAB console +- Install necessary Mathworks Library: Vision, Visual SLAM (users will be queried to download necessary packages) +- In MATLAB console, set imagesPath to 'rgbd_dataset_freiburg3_long_office_household/rgb' +- Run the vslam_implementation.m script with the imagesPath as input +- Use output of worldPointSet for figuring out which key features belong to which objects diff --git a/target/classes/vslam/extractPointsByViewId 2.m b/target/classes/vslam/extractPointsByViewId 2.m new file mode 100644 index 0000000000000000000000000000000000000000..22dc739f5f31b73d47d098c401d0c5a38656e6a5 --- /dev/null +++ b/target/classes/vslam/extractPointsByViewId 2.m @@ -0,0 +1,41 @@ +function extractPointsByViewId(viewId, worldPointSet) + % Define directories and file paths + keyFramesDir = './KeyFrames'; + keyFramePointsDir = './KeyFramePoints'; + + % Construct filename for the image + imageFilename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, viewId); + + % Load and display the image + currImage = imread(imageFilename); + figure; + imshow(currImage); + title(['Image for View ID: ', num2str(viewId)]); + hold on; + + % Load corresponding CSV file for world point indices and pixel locations + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', keyFramePointsDir, viewId); + dataMatrix = readmatrix(csvFilename); + + % Extract pixel locations and indices of world points + pixelLocations = dataMatrix(:, 1:2); % Assuming first two columns are pixel X, Y + mapPointsIdx = dataMatrix(:, 3); % Assuming third column is mapPointsIdx + + % Extract world points using the indices + worldPoints = worldPointSet.WorldPoints(mapPointsIdx, :); + + % Append world points to the CSV + updatedDataMatrix = [dataMatrix, worldPoints]; % Concatenate world points + writematrix(updatedDataMatrix, csvFilename); % Optionally write back if needed + + % Overlay features on the image + plot(pixelLocations(:,1), pixelLocations(:,2), 'yo', 'MarkerSize', 5, 'LineWidth', 2); + + % Optionally save or display the image + figure; + imshow(currImage); + hold on; + plot(pixelLocations(:,1), pixelLocations(:,2), 'yo', 'MarkerSize', 5, 'LineWidth', 2); + title('Features Overlayed on Image'); +end + diff --git a/target/classes/vslam/extractPointsByViewId.m b/target/classes/vslam/extractPointsByViewId.m new file mode 100644 index 0000000000000000000000000000000000000000..22dc739f5f31b73d47d098c401d0c5a38656e6a5 --- /dev/null +++ b/target/classes/vslam/extractPointsByViewId.m @@ -0,0 +1,41 @@ +function extractPointsByViewId(viewId, worldPointSet) + % Define directories and file paths + keyFramesDir = './KeyFrames'; + keyFramePointsDir = './KeyFramePoints'; + + % Construct filename for the image + imageFilename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, viewId); + + % Load and display the image + currImage = imread(imageFilename); + figure; + imshow(currImage); + title(['Image for View ID: ', num2str(viewId)]); + hold on; + + % Load corresponding CSV file for world point indices and pixel locations + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', keyFramePointsDir, viewId); + dataMatrix = readmatrix(csvFilename); + + % Extract pixel locations and indices of world points + pixelLocations = dataMatrix(:, 1:2); % Assuming first two columns are pixel X, Y + mapPointsIdx = dataMatrix(:, 3); % Assuming third column is mapPointsIdx + + % Extract world points using the indices + worldPoints = worldPointSet.WorldPoints(mapPointsIdx, :); + + % Append world points to the CSV + updatedDataMatrix = [dataMatrix, worldPoints]; % Concatenate world points + writematrix(updatedDataMatrix, csvFilename); % Optionally write back if needed + + % Overlay features on the image + plot(pixelLocations(:,1), pixelLocations(:,2), 'yo', 'MarkerSize', 5, 'LineWidth', 2); + + % Optionally save or display the image + figure; + imshow(currImage); + hold on; + plot(pixelLocations(:,1), pixelLocations(:,2), 'yo', 'MarkerSize', 5, 'LineWidth', 2); + title('Features Overlayed on Image'); +end + diff --git a/target/classes/vslam/extractedPoints 2.csv b/target/classes/vslam/extractedPoints 2.csv new file mode 100644 index 0000000000000000000000000000000000000000..482821170b96860c836ae47d6f7624d9469d8fb5 --- /dev/null +++ b/target/classes/vslam/extractedPoints 2.csv @@ -0,0 +1,365 @@ +-0.06900241,-0.3507448,1.033868 +-0.5094872,-0.335972,1.037024 +-0.0517595,-0.3194826,0.964794 +-0.26819,-0.2832867,0.93624 +-0.451066,-0.2754324,0.9582117 +-0.02466401,-0.2934302,1.022113 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a/target/classes/vslam/vslam_implementation 2.m b/target/classes/vslam/vslam_implementation 2.m new file mode 100644 index 0000000000000000000000000000000000000000..dce4a7bb7faa29db097ce6fce0739b9c5269bf61 --- /dev/null +++ b/target/classes/vslam/vslam_implementation 2.m @@ -0,0 +1,568 @@ + +function worldPointSet = vslam_implementation(imagePath) + % Import dependencies + addpath('./Mathworks_VSLAM_Example/'); + + % Initialize image dataset + imds = imageDatastore(imagePath); + + % Inspect the first image + currFrameIdx = 1; + currI = readimage(imds, currFrameIdx); + himage = imshow(currI); + + % Process the image sequence + worldPointSet = ProcessImageSequence(imds); + + +end + + + +function worldPointSetOutput = ProcessImageSequence(imds) + currFrameIdx = 1; + currI = readimage(imds, currFrameIdx); + + %% Map Initilization + % Set random seed for reproducibility + rng(0); + + % Create a cameraIntrinsics object to store the camera intrinsic parameters. + % The intrinsics for the dataset can be found at the following page: + % https://vision.in.tum.de/data/datasets/rgbd-dataset/file_formats + % Note that the images in the dataset are already undistorted, hence there + % is no need to specify the distortion coefficients. + focalLength = [535.4, 539.2]; % in units of pixels + principalPoint = [320.1, 247.6]; % in units of pixels + imageSize = size(currI,[1 2]); % in units of pixels + intrinsics = cameraIntrinsics(focalLength, principalPoint, imageSize); + + % Detect and extract ORB features + scaleFactor = 1.2; + numLevels = 8; + numPoints = 1000; + [preFeatures, prePoints] = helperDetectAndExtractFeatures(currI, scaleFactor, numLevels, numPoints); + + currFrameIdx = currFrameIdx + 1; + firstI = currI; % Preserve the first frame + + isMapInitialized = false; + + % Map initialization loop + while ~isMapInitialized && currFrameIdx < numel(imds.Files) + currI = readimage(imds, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currI, scaleFactor, numLevels, numPoints); + + currFrameIdx = currFrameIdx + 1; + + % Find putative feature matches + indexPairs = matchFeatures(preFeatures, currFeatures, Unique=true, ... + MaxRatio=0.9, MatchThreshold=40); + + preMatchedPoints = prePoints(indexPairs(:,1),:); + currMatchedPoints = currPoints(indexPairs(:,2),:); + + % If not enough matches are found, check the next frame + minMatches = 100; + if size(indexPairs, 1) < minMatches + continue + end + + preMatchedPoints = prePoints(indexPairs(:,1),:); + currMatchedPoints = currPoints(indexPairs(:,2),:); + + % Compute homography and evaluate reconstruction + [tformH, scoreH, inliersIdxH] = helperComputeHomography(preMatchedPoints, currMatchedPoints); + + % Compute fundamental matrix and evaluate reconstruction + [tformF, scoreF, inliersIdxF] = helperComputeFundamentalMatrix(preMatchedPoints, currMatchedPoints); + + % Select the model based on a heuristic + ratio = scoreH/(scoreH + scoreF); + ratioThreshold = 0.45; + if ratio > ratioThreshold + inlierTformIdx = inliersIdxH; + tform = tformH; + else + inlierTformIdx = inliersIdxF; + tform = tformF; + end + + % Computes the camera location up to scale. Use half of the + % points to reduce computation + inlierPrePoints = preMatchedPoints(inlierTformIdx); + inlierCurrPoints = currMatchedPoints(inlierTformIdx); + [relPose, validFraction] = estrelpose(tform, intrinsics, ... + inlierPrePoints(1:2:end), inlierCurrPoints(1:2:end)); + + % If not enough inliers are found, move to the next frame + if validFraction < 0.9 || numel(relPose)==3 + continue + end + + % Triangulate two views to obtain 3-D map points + minParallax = 1; % In degrees + [isValid, xyzWorldPoints, inlierTriangulationIdx] = helperTriangulateTwoFrames(... + rigidtform3d, relPose, inlierPrePoints, inlierCurrPoints, intrinsics, minParallax); + + if ~isValid + continue + end + + % Get the original index of features in the two key frames + indexPairs = indexPairs(inlierTformIdx(inlierTriangulationIdx),:); + + isMapInitialized = true; + + disp(['Map initialized with frame 1 and frame ', num2str(currFrameIdx-1)]) + end % End of map initialization loop + + %% Store initial key frames and map points + % Create an empty imageviewset object to store key frames + vSetKeyFrames = imageviewset; + + % Create an empty worldpointset object to store 3-D map points + mapPointSet = worldpointset; + + % Add the first key frame. Place the camera associated with the first + % key frame at the origin, oriented along the Z-axis + preViewId = 1; + vSetKeyFrames = addView(vSetKeyFrames, preViewId, rigidtform3d, Points=prePoints,... + Features=preFeatures.Features); + + % Add the second key frame + currViewId = 2; + vSetKeyFrames = addView(vSetKeyFrames, currViewId, relPose, Points=currPoints,... + Features=currFeatures.Features); + + % Add connection between the first and the second key frame + vSetKeyFrames = addConnection(vSetKeyFrames, preViewId, currViewId, relPose, Matches=indexPairs); + + % Add 3-D map points + [mapPointSet, newPointIdx] = addWorldPoints(mapPointSet, xyzWorldPoints); + + % Add observations of the map points + preLocations = prePoints.Location; + currLocations = currPoints.Location; + preScales = prePoints.Scale; + currScales = currPoints.Scale; + + % Add image points corresponding to the map points in the first key frame + mapPointSet = addCorrespondences(mapPointSet, preViewId, newPointIdx, indexPairs(:,1)); + + % Add image points corresponding to the map points in the second key frame + mapPointSet = addCorrespondences(mapPointSet, currViewId, newPointIdx, indexPairs(:,2)); + + % Initialize place recognition database + % Load the bag of features data created offline + bofData = load("bagOfFeaturesDataSLAM.mat"); + + % Initialize the place recognition database + loopDatabase = invertedImageIndex(bofData.bof,SaveFeatureLocations=false); + + % Add features of the first two key frames to the database + addImageFeatures(loopDatabase, preFeatures, preViewId); + addImageFeatures(loopDatabase, currFeatures, currViewId); + + %% Refine and visualize initial reconstruction + % Run full bundle adjustment on the first two key frames + tracks = findTracks(vSetKeyFrames); + cameraPoses = poses(vSetKeyFrames); + + [refinedPoints, refinedAbsPoses] = bundleAdjustment(xyzWorldPoints, tracks, ... + cameraPoses, intrinsics, FixedViewIDs=1, ... + PointsUndistorted=true, AbsoluteTolerance=1e-7,... + RelativeTolerance=1e-15, MaxIteration=20, ... + Solver="preconditioned-conjugate-gradient"); + + % Scale the map and the camera pose using the median depth of map points + medianDepth = median(vecnorm(refinedPoints.')); + refinedPoints = refinedPoints / medianDepth; + + refinedAbsPoses.AbsolutePose(currViewId).Translation = ... + refinedAbsPoses.AbsolutePose(currViewId).Translation / medianDepth; + relPose.Translation = relPose.Translation/medianDepth; + + % Update key frames with the refined poses + vSetKeyFrames = updateView(vSetKeyFrames, refinedAbsPoses); + vSetKeyFrames = updateConnection(vSetKeyFrames, preViewId, currViewId, relPose); + + % Update map points with the refined positions + mapPointSet = updateWorldPoints(mapPointSet, newPointIdx, refinedPoints); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, newPointIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, newPointIdx, vSetKeyFrames.Views); + + % Visualize matched features in the current frame + % close(hfeature.Parent.Parent); + featurePlot = helperVisualizeMatchedFeatures(currI, currPoints(indexPairs(:,2))); + + % Visualize initial map points and camera trajectory + mapPlot = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPointSet); + + % Show legend + showLegend(mapPlot); + + %% Tracking + % ViewId of the current key frame + currKeyFrameId = currViewId; + + % ViewId of the last key frame + lastKeyFrameId = currViewId; + + % Index of the last key frame in the input image sequence + lastKeyFrameIdx = currFrameIdx - 1; + + % Indices of all the key frames in the input image sequence + addedFramesIdx = [1; lastKeyFrameIdx]; + + isLoopClosed = false; + + % Main loop (attempt to close loop while iterating over all images in + % dataset) + isLastFrameKeyFrame = true; + while ~isLoopClosed && currFrameIdx < numel(imds.Files) + currI = readimage(imds, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currI, scaleFactor, numLevels, numPoints); + + % Track the last key frame + % mapPointsIdx: Indices of the map points observed in the current frame + % featureIdx: Indices of the corresponding feature points in the + % current frame + [currPose, mapPointsIdx, featureIdx] = helperTrackLastKeyFrame(mapPointSet, ... + vSetKeyFrames.Views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor); + + % Track the local map and check if the current frame is a key frame. + % A frame is a key frame if both of the following conditions are satisfied: + % + % 1. At least 20 frames have passed since the last key frame or the + % current frame tracks fewer than 100 map points. + % 2. The map points tracked by the current frame are fewer than 90% of + % points tracked by the reference key frame. + % + % Tracking performance is sensitive to the value of numPointsKeyFrame. + % If tracking is lost, try a larger value. + % + % localKeyFrameIds: ViewId of the connected key frames of the current frame + numSkipFrames = 20; + numPointsKeyFrame = 80; + [localKeyFrameIds, currPose, mapPointsIdx, featureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPointSet, vSetKeyFrames, mapPointsIdx, ... + featureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + isLastFrameKeyFrame, lastKeyFrameIdx, currFrameIdx, numSkipFrames, numPointsKeyFrame); + + + % Visualize matched features + updatePlot(featurePlot, currI, currPoints(featureIdx)); + + if ~isKeyFrame + currFrameIdx = currFrameIdx + 1; + isLastFrameKeyFrame = false; + continue + else + isLastFrameKeyFrame = true; + end + + % Update current key frame ID + currKeyFrameId = currKeyFrameId + 1; + + %% Local mapping + % Add the new key frame + [mapPointSet, vSetKeyFrames] = helperAddNewKeyFrame(mapPointSet, vSetKeyFrames, ... + currPose, currFeatures, currPoints, mapPointsIdx, featureIdx, localKeyFrameIds); + + % Remove outlier map points that are observed in fewer than 3 key frames + outlierIdx = setdiff(newPointIdx, mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + end + + % Create new map points by triangulation + minNumMatches = 10; + minParallax = 3; + [mapPointSet, vSetKeyFrames, newPointIdx] = helperCreateNewMapPoints(mapPointSet, vSetKeyFrames, ... + currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax); + + % Local bundle adjustment + [refinedViews, dist] = connectedViews(vSetKeyFrames, currKeyFrameId, MaxDistance=2); + refinedKeyFrameIds = refinedViews.ViewId; + fixedViewIds = refinedKeyFrameIds(dist==2); + fixedViewIds = fixedViewIds(1:min(10, numel(fixedViewIds))); + + % Refine local key frames and map points + [mapPointSet, vSetKeyFrames, mapPointIdx] = bundleAdjustment(... + mapPointSet, vSetKeyFrames, [refinedKeyFrameIds; currKeyFrameId], intrinsics, ... + FixedViewIDs=fixedViewIds, PointsUndistorted=true, AbsoluteTolerance=1e-7,... + RelativeTolerance=1e-16, Solver="preconditioned-conjugate-gradient", ... + MaxIteration=10); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, mapPointIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, mapPointIdx, vSetKeyFrames.Views); + + % Check if the KeyFrames directory exists; if not, create it + keyFramesDir = './KeyFrames'; + if ~exist(keyFramesDir, 'dir') + mkdir(keyFramesDir); + end + + % Store feature locations for this key frame + keyFramePointsDir = './KeyFramePoints'; + if ~exist(keyFramePointsDir, 'dir') + mkdir(keyFramePointsDir); + end + + % Save the current key frame image using currKeyFrameId + filename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, currKeyFrameId); + imwrite(currI, filename); + + % Save feature points information + saveKeyFramePoints(keyFramePointsDir, currKeyFrameId, currPoints(featureIdx), mapPointsIdx); + + + % Visualize 3D world points and camera trajectory + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + %% Loop closure + % Check loop closure after some key frames have been created + if currKeyFrameId > 20 + + % Minimum number of feature matches of loop edges + loopEdgeNumMatches = 50; + + % Detect possible loop closure key frame candidates + [isDetected, validLoopCandidates] = helperCheckLoopClosure(vSetKeyFrames, currKeyFrameId, ... + loopDatabase, currI, loopEdgeNumMatches); + + if isDetected + % Add loop closure connections + [isLoopClosed, mapPointSet, vSetKeyFrames] = helperAddLoopConnections(... + mapPointSet, vSetKeyFrames, validLoopCandidates, currKeyFrameId, ... + currFeatures, loopEdgeNumMatches); + end + end + + % If no loop closure is detected, add current features into the database + if ~isLoopClosed + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + end + + % Update IDs and indices + lastKeyFrameId = currKeyFrameId; + lastKeyFrameIdx = currFrameIdx; + addedFramesIdx = [addedFramesIdx; currFrameIdx]; %#ok + currFrameIdx = currFrameIdx + 1; + end % End of main loop + + %% Optimizing + if isLoopClosed + % Optimize the poses + minNumMatches = 20; + vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); + + % Update map points after optimizing the poses + mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); + + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Plot the optimized camera trajectory + optimizedPoses = poses(vSetKeyFramesOptim); + plotOptimizedTrajectory(mapPlot, optimizedPoses) + + % Update legend + showLegend(mapPlot); + + worldPointSetOutput = mapPointSet; + end + +end + + +%% Helper functions +% The following funciton definitions are provied in the +% Mathworks_VSLAM_Example Directory +% helperAddLoopConnections add connections between the current keyframe and the valid loop candidate. +% helperAddNewKeyFrame add key frames to the key frame set. +% helperCheckLoopClosure detect loop candidates key frames by retrieving visually similar images from the database. +% helperCreateNewMapPoints create new map points by triangulation. +% helperORBFeatureExtractorFunction implements the ORB feature extraction used in bagOfFeatures. +% helperTrackLastKeyFrame estimate the current camera pose by tracking the last key frame. +% helperTrackLocalMap refine the current camera pose by tracking the local map. +% helperVisualizeMatchedFeatures show the matched features in a frame. +% helperVisualizeMotionAndStructure show map points and camera trajectory. +% helperImportGroundTruth import camera pose ground truth from the downloaded data. + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, ... + scaleFactor, numLevels, numPoints, varargin) + + % In this example, the images are already undistorted. In a general + % workflow, uncomment the following code to undistort the images. + % + % if nargin > 4 + % intrinsics = varargin{1}; + % end + % Irgb = undistortImage(Irgb, intrinsics); + + % Detect ORB features + Igray = im2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperComputeHomography compute homography and evaluate reconstruction. +function [H, score, inliersIndex] = helperComputeHomography(matchedPoints1, matchedPoints2) + + [H, inliersLogicalIndex] = estgeotform2d( ... + matchedPoints1, matchedPoints2, "projective", ... + MaxNumTrials=1e3, MaxDistance=4, Confidence=90); + + inlierPoints1 = matchedPoints1(inliersLogicalIndex); + inlierPoints2 = matchedPoints2(inliersLogicalIndex); + + inliersIndex = find(inliersLogicalIndex); + + locations1 = inlierPoints1.Location; + locations2 = inlierPoints2.Location; + xy1In2 = transformPointsForward(H, locations1); + xy2In1 = transformPointsInverse(H, locations2); + error1in2 = sum((locations2 - xy1In2).^2, 2); + error2in1 = sum((locations1 - xy2In1).^2, 2); + + outlierThreshold = 6; + + score = sum(max(outlierThreshold-error1in2, 0)) + ... + sum(max(outlierThreshold-error2in1, 0)); +end + +% helperComputeFundamentalMatrix compute fundamental matrix and evaluate reconstruction. +function [F, score, inliersIndex] = helperComputeFundamentalMatrix(matchedPoints1, matchedPoints2) + + [F, inliersLogicalIndex] = estimateFundamentalMatrix( ... + matchedPoints1, matchedPoints2, Method="RANSAC",... + NumTrials=1e3, DistanceThreshold=4); + + inlierPoints1 = matchedPoints1(inliersLogicalIndex); + inlierPoints2 = matchedPoints2(inliersLogicalIndex); + + inliersIndex = find(inliersLogicalIndex); + + locations1 = inlierPoints1.Location; + locations2 = inlierPoints2.Location; + + % Distance from points to epipolar line + lineIn1 = epipolarLine(F', locations2); + error2in1 = (sum([locations1, ones(size(locations1, 1),1)].* lineIn1, 2)).^2 ... + ./ sum(lineIn1(:,1:2).^2, 2); + lineIn2 = epipolarLine(F, locations1); + error1in2 = (sum([locations2, ones(size(locations2, 1),1)].* lineIn2, 2)).^2 ... + ./ sum(lineIn2(:,1:2).^2, 2); + + outlierThreshold = 4; + + score = sum(max(outlierThreshold-error1in2, 0)) + ... + sum(max(outlierThreshold-error2in1, 0)); +end + +% helperTriangulateTwoFrames triangulate two frames to initialize the map. +function [isValid, xyzPoints, inlierIdx] = helperTriangulateTwoFrames(... + pose1, pose2, matchedPoints1, matchedPoints2, intrinsics, minParallax) + + camMatrix1 = cameraProjection(intrinsics, pose2extr(pose1)); + camMatrix2 = cameraProjection(intrinsics, pose2extr(pose2)); + + [xyzPoints, reprojectionErrors, isInFront] = triangulate(matchedPoints1, ... + matchedPoints2, camMatrix1, camMatrix2); + + % Filter points by view direction and reprojection error + minReprojError = 1; + inlierIdx = isInFront & reprojectionErrors < minReprojError; + xyzPoints = xyzPoints(inlierIdx ,:); + + % A good two-view with significant parallax + ray1 = xyzPoints - pose1.Translation; + ray2 = xyzPoints - pose2.Translation; + cosAngle = sum(ray1 .* ray2, 2) ./ (vecnorm(ray1, 2, 2) .* vecnorm(ray2, 2, 2)); + + % Check parallax + isValid = all(cosAngle < cosd(minParallax) & cosAngle>0); +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(... + mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + %helperUpdateGlobalMap update map points after pose graph optimization + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = indices + majorViewIds = mapPointSet.RepresentativeViewId(i); + poseNew = posesNew(majorViewIds).A; + tform = affinetform3d(poseNew/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end + +% function saveKeyFramePoints(dirPath, frameIndex, featurePoints) +% % Extract locations and corresponding point indices +% locations = featurePoints.Location; +% indices = (1:size(locations, 1))'; % Create an index array +% dataMatrix = [indices, locations]; +% +% % Define filename for CSV +% csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, frameIndex); +% +% % Write matrix to CSV +% writematrix(dataMatrix, csvFilename); +% end + +function saveKeyFramePoints(dirPath, keyFrameId, featurePoints, mapPointsIdx) + % Ensure the directory exists + if ~exist(dirPath, 'dir') + mkdir(dirPath); + end + + % Define the filename for the CSV file + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, keyFrameId); + + % Extract pixel locations from the feature points + pixelLocations = featurePoints.Location; % This should be an Nx2 matrix + + % Combine the indices, pixel locations, and corresponding world points indices into one matrix + dataMatrix = [pixelLocations, mapPointsIdx]; % Concatenate horizontally + + % Write the combined data to a CSV file + writematrix(dataMatrix, csvFilename); +end + + diff --git a/target/classes/vslam/vslam_implementation.m b/target/classes/vslam/vslam_implementation.m new file mode 100644 index 0000000000000000000000000000000000000000..bfe1485ae3071229eee3b22daa230a5c6bfbce34 --- /dev/null +++ b/target/classes/vslam/vslam_implementation.m @@ -0,0 +1,568 @@ + +function worldPointSet = vslam_implementation(imagePath) + % Import dependencies + addpath('./Mathworks_VSLAM_Example/'); + + % Initialize image dataset + imds = imageDatastore(imagePath); + + % Inspect the first image + currFrameIdx = 1; + currI = readimage(imds, currFrameIdx); + himage = imshow(currI); + + % Process the image sequence + worldPointSet = ProcessImageSequence(imds); + + +end + + + +function worldPointSetOutput = ProcessImageSequence(imds) + currFrameIdx = 1; + currI = readimage(imds, currFrameIdx); + + %% Map Initilization + % Set random seed for reproducibility + rng(0); + + % Create a cameraIntrinsics object to store the camera intrinsic parameters. + % The intrinsics for the dataset can be found at the following page: + % https://vision.in.tum.de/data/datasets/rgbd-dataset/file_formats + % Note that the images in the dataset are already undistorted, hence there + % is no need to specify the distortion coefficients. + focalLength = [535.4, 539.2]; % in units of pixels + principalPoint = [320.1, 247.6]; % in units of pixels + imageSize = size(currI,[1 2]); % in units of pixels + intrinsics = cameraIntrinsics(focalLength, principalPoint, imageSize); + + % Detect and extract ORB features + scaleFactor = 1.2; + numLevels = 8; + numPoints = 1000; + [preFeatures, prePoints] = helperDetectAndExtractFeatures(currI, scaleFactor, numLevels, numPoints); + + currFrameIdx = currFrameIdx + 1; + firstI = currI; % Preserve the first frame + + isMapInitialized = false; + + % Map initialization loop + while ~isMapInitialized && currFrameIdx < numel(imds.Files) + currI = readimage(imds, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currI, scaleFactor, numLevels, numPoints); + + currFrameIdx = currFrameIdx + 1; + + % Find putative feature matches + indexPairs = matchFeatures(preFeatures, currFeatures, Unique=true, ... + MaxRatio=0.9, MatchThreshold=40); + + preMatchedPoints = prePoints(indexPairs(:,1),:); + currMatchedPoints = currPoints(indexPairs(:,2),:); + + % If not enough matches are found, check the next frame + minMatches = 100; + if size(indexPairs, 1) < minMatches + continue + end + + preMatchedPoints = prePoints(indexPairs(:,1),:); + currMatchedPoints = currPoints(indexPairs(:,2),:); + + % Compute homography and evaluate reconstruction + [tformH, scoreH, inliersIdxH] = helperComputeHomography(preMatchedPoints, currMatchedPoints); + + % Compute fundamental matrix and evaluate reconstruction + [tformF, scoreF, inliersIdxF] = helperComputeFundamentalMatrix(preMatchedPoints, currMatchedPoints); + + % Select the model based on a heuristic + ratio = scoreH/(scoreH + scoreF); + ratioThreshold = 0.45; + if ratio > ratioThreshold + inlierTformIdx = inliersIdxH; + tform = tformH; + else + inlierTformIdx = inliersIdxF; + tform = tformF; + end + + % Computes the camera location up to scale. Use half of the + % points to reduce computation + inlierPrePoints = preMatchedPoints(inlierTformIdx); + inlierCurrPoints = currMatchedPoints(inlierTformIdx); + [relPose, validFraction] = estrelpose(tform, intrinsics, ... + inlierPrePoints(1:2:end), inlierCurrPoints(1:2:end)); + + % If not enough inliers are found, move to the next frame + if validFraction < 0.9 || numel(relPose)==3 + continue + end + + % Triangulate two views to obtain 3-D map points + minParallax = 1; % In degrees + [isValid, xyzWorldPoints, inlierTriangulationIdx] = helperTriangulateTwoFrames(... + rigidtform3d, relPose, inlierPrePoints, inlierCurrPoints, intrinsics, minParallax); + + if ~isValid + continue + end + + % Get the original index of features in the two key frames + indexPairs = indexPairs(inlierTformIdx(inlierTriangulationIdx),:); + + isMapInitialized = true; + + disp(['Map initialized with frame 1 and frame ', num2str(currFrameIdx-1)]) + end % End of map initialization loop + + %% Store initial key frames and map points + % Create an empty imageviewset object to store key frames + vSetKeyFrames = imageviewset; + + % Create an empty worldpointset object to store 3-D map points + mapPointSet = worldpointset; + + % Add the first key frame. Place the camera associated with the first + % key frame at the origin, oriented along the Z-axis + preViewId = 1; + vSetKeyFrames = addView(vSetKeyFrames, preViewId, rigidtform3d, Points=prePoints,... + Features=preFeatures.Features); + + % Add the second key frame + currViewId = 2; + vSetKeyFrames = addView(vSetKeyFrames, currViewId, relPose, Points=currPoints,... + Features=currFeatures.Features); + + % Add connection between the first and the second key frame + vSetKeyFrames = addConnection(vSetKeyFrames, preViewId, currViewId, relPose, Matches=indexPairs); + + % Add 3-D map points + [mapPointSet, newPointIdx] = addWorldPoints(mapPointSet, xyzWorldPoints); + + % Add observations of the map points + preLocations = prePoints.Location; + currLocations = currPoints.Location; + preScales = prePoints.Scale; + currScales = currPoints.Scale; + + % Add image points corresponding to the map points in the first key frame + mapPointSet = addCorrespondences(mapPointSet, preViewId, newPointIdx, indexPairs(:,1)); + + % Add image points corresponding to the map points in the second key frame + mapPointSet = addCorrespondences(mapPointSet, currViewId, newPointIdx, indexPairs(:,2)); + + % Initialize place recognition database + % Load the bag of features data created offline + bofData = load("bagOfFeaturesDataSLAM.mat"); + + % Initialize the place recognition database + loopDatabase = invertedImageIndex(bofData.bof,SaveFeatureLocations=false); + + % Add features of the first two key frames to the database + addImageFeatures(loopDatabase, preFeatures, preViewId); + addImageFeatures(loopDatabase, currFeatures, currViewId); + + %% Refine and visualize initial reconstruction + % Run full bundle adjustment on the first two key frames + tracks = findTracks(vSetKeyFrames); + cameraPoses = poses(vSetKeyFrames); + + [refinedPoints, refinedAbsPoses] = bundleAdjustment(xyzWorldPoints, tracks, ... + cameraPoses, intrinsics, FixedViewIDs=1, ... + PointsUndistorted=true, AbsoluteTolerance=1e-7,... + RelativeTolerance=1e-15, MaxIteration=20, ... + Solver="preconditioned-conjugate-gradient"); + + % Scale the map and the camera pose using the median depth of map points + medianDepth = median(vecnorm(refinedPoints.')); + refinedPoints = refinedPoints / medianDepth; + + refinedAbsPoses.AbsolutePose(currViewId).Translation = ... + refinedAbsPoses.AbsolutePose(currViewId).Translation / medianDepth; + relPose.Translation = relPose.Translation/medianDepth; + + % Update key frames with the refined poses + vSetKeyFrames = updateView(vSetKeyFrames, refinedAbsPoses); + vSetKeyFrames = updateConnection(vSetKeyFrames, preViewId, currViewId, relPose); + + % Update map points with the refined positions + mapPointSet = updateWorldPoints(mapPointSet, newPointIdx, refinedPoints); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, newPointIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, newPointIdx, vSetKeyFrames.Views); + + % Visualize matched features in the current frame + % close(hfeature.Parent.Parent); + featurePlot = helperVisualizeMatchedFeatures(currI, currPoints(indexPairs(:,2))); + + % Visualize initial map points and camera trajectory + mapPlot = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPointSet); + + % Show legend + showLegend(mapPlot); + + %% Tracking + % ViewId of the current key frame + currKeyFrameId = currViewId; + + % ViewId of the last key frame + lastKeyFrameId = currViewId; + + % Index of the last key frame in the input image sequence + lastKeyFrameIdx = currFrameIdx - 1; + + % Indices of all the key frames in the input image sequence + addedFramesIdx = [1; lastKeyFrameIdx]; + + isLoopClosed = false; + + % Main loop (attempt to close loop while iterating over all images in + % dataset) + isLastFrameKeyFrame = true; + while ~isLoopClosed && currFrameIdx < numel(imds.Files) + currI = readimage(imds, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currI, scaleFactor, numLevels, numPoints); + + % Track the last key frame + % mapPointsIdx: Indices of the map points observed in the current frame + % featureIdx: Indices of the corresponding feature points in the + % current frame + [currPose, mapPointsIdx, featureIdx] = helperTrackLastKeyFrame(mapPointSet, ... + vSetKeyFrames.Views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor); + + % Track the local map and check if the current frame is a key frame. + % A frame is a key frame if both of the following conditions are satisfied: + % + % 1. At least 20 frames have passed since the last key frame or the + % current frame tracks fewer than 100 map points. + % 2. The map points tracked by the current frame are fewer than 90% of + % points tracked by the reference key frame. + % + % Tracking performance is sensitive to the value of numPointsKeyFrame. + % If tracking is lost, try a larger value. + % + % localKeyFrameIds: ViewId of the connected key frames of the current frame + numSkipFrames = 20; + numPointsKeyFrame = 80; + [localKeyFrameIds, currPose, mapPointsIdx, featureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPointSet, vSetKeyFrames, mapPointsIdx, ... + featureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + isLastFrameKeyFrame, lastKeyFrameIdx, currFrameIdx, numSkipFrames, numPointsKeyFrame); + + + % Visualize matched features + updatePlot(featurePlot, currI, currPoints(featureIdx)); + + if ~isKeyFrame + currFrameIdx = currFrameIdx + 1; + isLastFrameKeyFrame = false; + continue + else + isLastFrameKeyFrame = true; + end + + % Update current key frame ID + currKeyFrameId = currKeyFrameId + 1; + + %% Local mapping + % Add the new key frame + [mapPointSet, vSetKeyFrames] = helperAddNewKeyFrame(mapPointSet, vSetKeyFrames, ... + currPose, currFeatures, currPoints, mapPointsIdx, featureIdx, localKeyFrameIds); + + % Remove outlier map points that are observed in fewer than 3 key frames + outlierIdx = setdiff(newPointIdx, mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + end + + % Create new map points by triangulation + minNumMatches = 10; + minParallax = 3; + [mapPointSet, vSetKeyFrames, newPointIdx] = helperCreateNewMapPoints(mapPointSet, vSetKeyFrames, ... + currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax); + + % Local bundle adjustment + [refinedViews, dist] = connectedViews(vSetKeyFrames, currKeyFrameId, MaxDistance=2); + refinedKeyFrameIds = refinedViews.ViewId; + fixedViewIds = refinedKeyFrameIds(dist==2); + fixedViewIds = fixedViewIds(1:min(10, numel(fixedViewIds))); + + % Refine local key frames and map points + [mapPointSet, vSetKeyFrames, mapPointIdx] = bundleAdjustment(... + mapPointSet, vSetKeyFrames, [refinedKeyFrameIds; currKeyFrameId], intrinsics, ... + FixedViewIDs=fixedViewIds, PointsUndistorted=true, AbsoluteTolerance=1e-7,... + RelativeTolerance=1e-16, Solver="preconditioned-conjugate-gradient", ... + MaxIteration=10); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, mapPointIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, mapPointIdx, vSetKeyFrames.Views); + + % Check if the KeyFrames directory exists; if not, create it + keyFramesDir = './KeyFrames_Mono'; + if ~exist(keyFramesDir, 'dir') + mkdir(keyFramesDir); + end + + % Store feature locations for this key frame + keyFramePointsDir = './KeyFramePoints_Mono'; + if ~exist(keyFramePointsDir, 'dir') + mkdir(keyFramePointsDir); + end + + % Save the current key frame image using currKeyFrameId + filename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, currKeyFrameId); + imwrite(currI, filename); + + % Save feature points information + saveKeyFramePoints(keyFramePointsDir, currKeyFrameId, currPoints(featureIdx), mapPointsIdx); + + + % Visualize 3D world points and camera trajectory + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + %% Loop closure + % Check loop closure after some key frames have been created + if currKeyFrameId > 20 + + % Minimum number of feature matches of loop edges + loopEdgeNumMatches = 50; + + % Detect possible loop closure key frame candidates + [isDetected, validLoopCandidates] = helperCheckLoopClosure(vSetKeyFrames, currKeyFrameId, ... + loopDatabase, currI, loopEdgeNumMatches); + + if isDetected + % Add loop closure connections + [isLoopClosed, mapPointSet, vSetKeyFrames] = helperAddLoopConnections(... + mapPointSet, vSetKeyFrames, validLoopCandidates, currKeyFrameId, ... + currFeatures, loopEdgeNumMatches); + end + end + + % If no loop closure is detected, add current features into the database + if ~isLoopClosed + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + end + + % Update IDs and indices + lastKeyFrameId = currKeyFrameId; + lastKeyFrameIdx = currFrameIdx; + addedFramesIdx = [addedFramesIdx; currFrameIdx]; %#ok + currFrameIdx = currFrameIdx + 1; + end % End of main loop + + %% Optimizing + if isLoopClosed + % Optimize the poses + minNumMatches = 20; + vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); + + % Update map points after optimizing the poses + mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); + + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Plot the optimized camera trajectory + optimizedPoses = poses(vSetKeyFramesOptim); + plotOptimizedTrajectory(mapPlot, optimizedPoses) + + % Update legend + showLegend(mapPlot); + + worldPointSetOutput = mapPointSet; + end + +end + + +%% Helper functions +% The following funciton definitions are provied in the +% Mathworks_VSLAM_Example Directory +% helperAddLoopConnections add connections between the current keyframe and the valid loop candidate. +% helperAddNewKeyFrame add key frames to the key frame set. +% helperCheckLoopClosure detect loop candidates key frames by retrieving visually similar images from the database. +% helperCreateNewMapPoints create new map points by triangulation. +% helperORBFeatureExtractorFunction implements the ORB feature extraction used in bagOfFeatures. +% helperTrackLastKeyFrame estimate the current camera pose by tracking the last key frame. +% helperTrackLocalMap refine the current camera pose by tracking the local map. +% helperVisualizeMatchedFeatures show the matched features in a frame. +% helperVisualizeMotionAndStructure show map points and camera trajectory. +% helperImportGroundTruth import camera pose ground truth from the downloaded data. + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, ... + scaleFactor, numLevels, numPoints, varargin) + + % In this example, the images are already undistorted. In a general + % workflow, uncomment the following code to undistort the images. + % + % if nargin > 4 + % intrinsics = varargin{1}; + % end + % Irgb = undistortImage(Irgb, intrinsics); + + % Detect ORB features + Igray = im2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperComputeHomography compute homography and evaluate reconstruction. +function [H, score, inliersIndex] = helperComputeHomography(matchedPoints1, matchedPoints2) + + [H, inliersLogicalIndex] = estgeotform2d( ... + matchedPoints1, matchedPoints2, "projective", ... + MaxNumTrials=1e3, MaxDistance=4, Confidence=90); + + inlierPoints1 = matchedPoints1(inliersLogicalIndex); + inlierPoints2 = matchedPoints2(inliersLogicalIndex); + + inliersIndex = find(inliersLogicalIndex); + + locations1 = inlierPoints1.Location; + locations2 = inlierPoints2.Location; + xy1In2 = transformPointsForward(H, locations1); + xy2In1 = transformPointsInverse(H, locations2); + error1in2 = sum((locations2 - xy1In2).^2, 2); + error2in1 = sum((locations1 - xy2In1).^2, 2); + + outlierThreshold = 6; + + score = sum(max(outlierThreshold-error1in2, 0)) + ... + sum(max(outlierThreshold-error2in1, 0)); +end + +% helperComputeFundamentalMatrix compute fundamental matrix and evaluate reconstruction. +function [F, score, inliersIndex] = helperComputeFundamentalMatrix(matchedPoints1, matchedPoints2) + + [F, inliersLogicalIndex] = estimateFundamentalMatrix( ... + matchedPoints1, matchedPoints2, Method="RANSAC",... + NumTrials=1e3, DistanceThreshold=4); + + inlierPoints1 = matchedPoints1(inliersLogicalIndex); + inlierPoints2 = matchedPoints2(inliersLogicalIndex); + + inliersIndex = find(inliersLogicalIndex); + + locations1 = inlierPoints1.Location; + locations2 = inlierPoints2.Location; + + % Distance from points to epipolar line + lineIn1 = epipolarLine(F', locations2); + error2in1 = (sum([locations1, ones(size(locations1, 1),1)].* lineIn1, 2)).^2 ... + ./ sum(lineIn1(:,1:2).^2, 2); + lineIn2 = epipolarLine(F, locations1); + error1in2 = (sum([locations2, ones(size(locations2, 1),1)].* lineIn2, 2)).^2 ... + ./ sum(lineIn2(:,1:2).^2, 2); + + outlierThreshold = 4; + + score = sum(max(outlierThreshold-error1in2, 0)) + ... + sum(max(outlierThreshold-error2in1, 0)); +end + +% helperTriangulateTwoFrames triangulate two frames to initialize the map. +function [isValid, xyzPoints, inlierIdx] = helperTriangulateTwoFrames(... + pose1, pose2, matchedPoints1, matchedPoints2, intrinsics, minParallax) + + camMatrix1 = cameraProjection(intrinsics, pose2extr(pose1)); + camMatrix2 = cameraProjection(intrinsics, pose2extr(pose2)); + + [xyzPoints, reprojectionErrors, isInFront] = triangulate(matchedPoints1, ... + matchedPoints2, camMatrix1, camMatrix2); + + % Filter points by view direction and reprojection error + minReprojError = 1; + inlierIdx = isInFront & reprojectionErrors < minReprojError; + xyzPoints = xyzPoints(inlierIdx ,:); + + % A good two-view with significant parallax + ray1 = xyzPoints - pose1.Translation; + ray2 = xyzPoints - pose2.Translation; + cosAngle = sum(ray1 .* ray2, 2) ./ (vecnorm(ray1, 2, 2) .* vecnorm(ray2, 2, 2)); + + % Check parallax + isValid = all(cosAngle < cosd(minParallax) & cosAngle>0); +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(... + mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + %helperUpdateGlobalMap update map points after pose graph optimization + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = indices + majorViewIds = mapPointSet.RepresentativeViewId(i); + poseNew = posesNew(majorViewIds).A; + tform = affinetform3d(poseNew/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end + +% function saveKeyFramePoints(dirPath, frameIndex, featurePoints) +% % Extract locations and corresponding point indices +% locations = featurePoints.Location; +% indices = (1:size(locations, 1))'; % Create an index array +% dataMatrix = [indices, locations]; +% +% % Define filename for CSV +% csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, frameIndex); +% +% % Write matrix to CSV +% writematrix(dataMatrix, csvFilename); +% end + +function saveKeyFramePoints(dirPath, keyFrameId, featurePoints, mapPointsIdx) + % Ensure the directory exists + if ~exist(dirPath, 'dir') + mkdir(dirPath); + end + + % Define the filename for the CSV file + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, keyFrameId); + + % Extract pixel locations from the feature points + pixelLocations = featurePoints.Location; % This should be an Nx2 matrix + + % Combine the indices, pixel locations, and corresponding world points indices into one matrix + dataMatrix = [pixelLocations, mapPointsIdx]; % Concatenate horizontally + + % Write the combined data to a CSV file + writematrix(dataMatrix, csvFilename); +end + + diff --git a/target/classes/vslam/vslam_implementation_rgbd 2.asv b/target/classes/vslam/vslam_implementation_rgbd 2.asv new file mode 100644 index 0000000000000000000000000000000000000000..875a7b2b4156ef690e3cd415ca2c176d3dc9e67e --- /dev/null +++ b/target/classes/vslam/vslam_implementation_rgbd 2.asv @@ -0,0 +1,181 @@ +function worldPointSet = vslam_implementation_rgbd(dataset_name) + + baseFolder = './' + datasetFolder = [baseFolder, dataset_name, '/']; + + if ~exist(datasetFolder, 'dir') + if(dataset_name == 'tum_rgbd_dataset') + + % Download if the dataset is not already downloaded + + + baseDownloadURL = "https://cvg.cit.tum.de/rgbd/dataset/freiburg3/rgbd_dataset_freiburg3_long_office_household.tgz"; + dataFolder = fullfile(tempdir, 'tum_rgbd_dataset', filesep); + options = weboptions('Timeout', Inf); + tgzFileName = [dataFolder, 'fr3_office.tgz']; + folderExists = exist(dataFolder, 'dir'); + + % Create a folder in a temporary directory to save the downloaded file + if ~folderExists + mkdir(dataFolder); + disp('Downloading fr3_office.tgz (1.38 GB). This download can take a few minutes.') + websave(tgzFileName, baseDownloadURL, options); + + % Extract contents of the downloaded file + disp('Extracting fr3_office.tgz (1.38 GB) ...') + untar(tgzFileName, dataFolder); + end + + imageFolder = [dataFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + else + if (dataset_name == 'tum_rgbd_dataset') + imageFolder = [datasetFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + end + + + + % Import dependencies + addpath('./Mathworks_VSLAM_RGBD/'); + + % Initialize image dataset + imgFolderColor = [imageFolder,'rgb/']; + imgFolderDepth = [imageFolder,'depth/']; + imdsColor = imageDatastore(imgFolderColor); + imdsDepth = imageDatastore(imgFolderDepth); + + + % Process the image sequence + worldPointSet = ProcessImageSequence(imdsColor, imdsDepth); +end + +function worldPointSetOutput = ProcessImageSequence(imdsColor, imdsDepth) + + +end + +%% Helper functions + +% helperImportTimestampFile Import time stamp file + +function timestamp = helperImportTimestampFile(filename) + % Input handling + dataLines = [4, Inf]; + + %% Set up the Import Options and import the data + opts = delimitedTextImportOptions("NumVariables", 2); + + % Specify range and delimiter + opts.DataLines = dataLines; + opts.Delimiter = " "; + + % Specify column names and types + opts.VariableNames = ["VarName1", "Var2"]; + opts.SelectedVariableNames = "VarName1"; + opts.VariableTypes = ["double", "string"]; + + % Specify file level properties + opts.ExtraColumnsRule = "ignore"; + opts.EmptyLineRule = "read"; + opts.ConsecutiveDelimitersRule = "join"; + opts.LeadingDelimitersRule = "ignore"; + + % Specify variable properties + opts = setvaropts(opts, "Var2", "WhitespaceRule", "preserve"); + opts = setvaropts(opts, "Var2", "EmptyFieldRule", "auto"); + + % Import the data + data = readtable(filename, opts); + + % Convert to output type + timestamp = table2array(data); +end + +% helperAlignTimestamp align time stamp of color and depth images. +function indexPairs = helperAlignTimestamp(timeColor, timeDepth) + idxDepth = 1; + indexPairs = zeros(numel(timeColor), 2); + for i = 1:numel(timeColor) + for j = idxDepth : numel(timeDepth) + if abs(timeColor(i) - timeDepth(j)) < 1e-4 + idxDepth = j; + indexPairs(i, :) = [i, j]; + break + elseif timeDepth(j) - timeColor(i) > 1e-3 + break + end + end + end + indexPairs = indexPairs(indexPairs(:,1)>0, :); +end + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, scaleFactor, numLevels) + + numPoints = 1000; + + % Detect ORB features + Igray = rgb2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperReconstructFromRGBD reconstruct scene from color and depth image. + +function [xyzPoints, validIndex] = helperReconstructFromRGBD(points, ... + depthMap, intrinsics, currPose, depthFactor) + + ptcloud = pcfromdepth(depthMap,depthFactor,intrinsics,ImagePoints=points, DepthRange=[0.1, 5]); + + isPointValid = ~isnan(ptcloud.Location(:, 1)); + xyzPoints = ptcloud.Location(isPointValid, :); + xyzPoints = transformPointsForward(currPose, xyzPoints); + validIndex = find(isPointValid); +end + +% helperCullRecentMapPoints cull recently added map points. +function [mapPointSet, mapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, mapPointsIdx, newPointIdx, rgbdMapPointsIndices) + outlierIdx = setdiff([newPointIdx; rgbdMapPointsIndices], mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + mapPointsIdx = mapPointsIdx - arrayfun(@(x) nnz(x>outlierIdx), mapPointsIdx); + end +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = 1: mapPointSet.Count + majorViewIds = mapPointSet.RepresentativeViewId(i); + tform = rigidtform3d(posesNew(majorViewIds).A/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end diff --git a/target/classes/vslam/vslam_implementation_rgbd 2.m b/target/classes/vslam/vslam_implementation_rgbd 2.m new file mode 100644 index 0000000000000000000000000000000000000000..c63b2d8571746b2cd46b08329c01f175e2d52a77 --- /dev/null +++ b/target/classes/vslam/vslam_implementation_rgbd 2.m @@ -0,0 +1,504 @@ +function worldPointSet = vslam_implementation_rgbd(dataset_name) + % Define the base folder for datasets + baseFolder = './'; + datasetFolder = [baseFolder, dataset_name, '/']; + + % Check if the dataset exists, if not download and prepare it + if ~exist(datasetFolder, 'dir') + if strcmp(dataset_name, 'tum_rgbd_dataset') + % Define the URL and local folder for download + baseDownloadURL = "https://cvg.cit.tum.de/rgbd/dataset/freiburg3/rgbd_dataset_freiburg3_long_office_household.tgz"; + dataFolder = fullfile(baseFolder, 'tum_rgbd_dataset', filesep); + tgzFileName = [dataFolder, 'fr3_office.tgz']; + + % Create a folder to save the downloaded file + if ~exist(dataFolder, 'dir') + mkdir(dataFolder); + disp('Downloading fr3_office.tgz (1.38 GB). This download can take a few minutes.'); + h = waitbar(0, 'Downloading Dataset... Please wait.', 'Name', 'Downloading fr3_office'); + websave(tgzFileName, baseDownloadURL, weboptions('Timeout', Inf)); + % Update and close waitbar after download completes + waitbar(1, h, 'Download Complete. Extracting...'); + pause(1); % Pause to show complete message + close(h); + + % Extract contents of the downloaded file + disp('Extracting fr3_office.tgz (1.38 GB) ...'); + h = waitbar(0, 'Extracting files... This may take a while.', 'Name', 'Extracting Data'); + untar(tgzFileName, dataFolder); + + % Close waitbar after extraction completes + waitbar(1, h, 'Extraction Complete.'); + pause(1); % Pause to show complete message + close(h); + end + + imageFolder = [dataFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + else + error('Dataset name not recognized or dataset-specific download steps not defined.'); + end + else + % If dataset is already present, set the image folder path + if strcmp(dataset_name, 'tum_rgbd_dataset') + imageFolder = [datasetFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + end + + % Import dependencies + addpath('./Mathworks_VSLAM_RGBD/'); + + % Initialize image dataset stores for color and depth images + imgFolderColor = [imageFolder, 'rgb/']; + imgFolderDepth = [imageFolder, 'depth/']; + imdsColor = imageDatastore(imgFolderColor); + imdsDepth = imageDatastore(imgFolderDepth); + + % Note that the color and depth images are generated in an un-synchronized way in the dataset. Therefore, we need to associate color images to depth images based on the time stamp. + % Load time stamp data of color images + timeColor = helperImportTimestampFile([imageFolder, 'rgb.txt']); + + % Load time stamp data of depth images + timeDepth = helperImportTimestampFile([imageFolder, 'depth.txt']); + + % Align the time stamp + indexPairs = helperAlignTimestamp(timeColor, timeDepth); + + % Select the synchronized image data + imdsColor = subset(imdsColor, indexPairs(:, 1)); + imdsDepth = subset(imdsDepth, indexPairs(:, 2)); + + % Process the image sequence + worldPointSet = ProcessImageSequence(imdsColor, imdsDepth); +end + + +function worldPointSetOutput = ProcessImageSequence(imdsColor, imdsDepth) + % Inspect the first RGB-D image + currFrameIdx = 1; + currIcolor = readimage(imdsColor, currFrameIdx); + currIdepth = readimage(imdsDepth, currFrameIdx); + imshowpair(currIcolor, currIdepth, "montage"); + + % Map Initialization: The pipeline starts by initializing the map that holds 3-D world points. + % This step is crucial and has a significant impact on the accuracy of the final SLAM result. + % Initial ORB feature points are extracted from the first color image using helperDetectAndExtractFeatures. + % Their corresponding 3-D world locations can be computed from the pixel coordinates of the feature + % points and the depth value using helperReconstructFromRGBD. + + % Set random seed for reproducibility + rng(0); + + % Create a cameraIntrinsics object to store the camera intrinsic parameters. + % The intrinsics for the dataset can be found at the following page: + % https://vision.in.tum.de/data/datasets/rgbd-dataset/file_formats + focalLength = [535.4, 539.2]; % in units of pixels + principalPoint = [320.1, 247.6]; % in units of pixels + imageSize = size(currIcolor,[1,2]); % in pixels [mrows, ncols] + depthFactor = 5e3; + intrinsics = cameraIntrinsics(focalLength,principalPoint,imageSize); + + % Detect and extract ORB features from the color image + scaleFactor = 1.2; + numLevels = 8; + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currIcolor, scaleFactor, numLevels); + + initialPose = rigidtform3d(); + [xyzPoints, validIndex] = helperReconstructFromRGBD(currPoints, currIdepth, intrinsics, initialPose, depthFactor); + + % Initialize Place Recognition Database + % Loop detection is performed using the bags-of-words approach. A visual vocabulary represented as a bagOfFeatures object is created offline with the ORB descriptors extracted from a large set of images in the dataset by calling: + % bag = bagOfFeatures(imds,CustomExtractor=@helperORBFeatureExtractorFunction, TreeProperties=[5, 10], StrongestFeatures=1); + % where imds is an imageDatastore object storing the training images and helperORBFeatureExtractorFunction is the ORB feature extractor function. See Image Retrieval with Bag of Visual Words for more information. + % The loop closure process incrementally builds a database, represented as an invertedImageIndex object, that stores the visual word-to-image mapping based on the bag of ORB features. + + % Load the bag of features data created offline + bofData = load("bagOfFeaturesDataSLAM.mat"); + + % Initialize the place recognition database + loopDatabase = invertedImageIndex(bofData.bof, SaveFeatureLocations=false); + + % Add features of the first key frame to the database + currKeyFrameId = 1; + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + + % Data Management and Visualization + % After the map is initialized using the first pair of color and depth image, you can use imageviewset and worldpointset to store the first key frames and the corresponding map points: + + % Create an empty imageviewset object to store key frames + vSetKeyFrames = imageviewset; + + % Create an empty worldpointset object to store 3-D map points + mapPointSet = worldpointset; + + % Add the first key frame + vSetKeyFrames = addView(vSetKeyFrames, currKeyFrameId, initialPose, Points=currPoints,... + Features=currFeatures.Features); + + % Add 3-D map points + [mapPointSet, rgbdMapPointsIdx] = addWorldPoints(mapPointSet, xyzPoints); + + % Add observations of the map points + mapPointSet = addCorrespondences(mapPointSet, currKeyFrameId, rgbdMapPointsIdx, validIndex); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, rgbdMapPointsIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, rgbdMapPointsIdx, vSetKeyFrames.Views); + + % Visualize matched features in the first key frame + featurePlot = helperVisualizeMatchedFeaturesRGBD(currIcolor, currIdepth, currPoints(validIndex)); + + % Visualize initial map points and camera trajectory + xLim = [-4 4]; + yLim = [-3 1]; + zLim = [-1 6]; + mapPlot = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPointSet, xLim, yLim, zLim); + + % Show legend + showLegend(mapPlot); + + % Tracking + % The tracking process is performed using every RGB-D image and determines when to insert a new key frame. + % ViewId of the last key frame + lastKeyFrameId = currKeyFrameId; + + % Index of the last key frame in the input image sequence + lastKeyFrameIdx = currFrameIdx; + + % Indices of all the key frames in the input image sequence + addedFramesIdx = lastKeyFrameIdx; + + currFrameIdx = 2; + isLoopClosed = false; + + % Each frame is processed as follows: + % ORB features are extracted for each new color image and then matched (using matchFeatures), with features in the last key frame that have known corresponding 3-D map points. + % Estimate the camera pose using Perspective-n-Point algorithm, which estimates the pose of a calibrated camera given a set of 3-D points and their corresponding 2-D projections using estworldpose. + % Given the camera pose, project the map points observed by the last key frame into the current frame and search for feature correspondences using matchFeaturesInRadius. + % With 3-D to 2-D correspondences in the current frame, refine the camera pose by performing a motion-only bundle adjustment using bundleAdjustmentMotion. + % Project the local map points into the current frame to search for more feature correspondences using matchFeaturesInRadius and refine the camera pose again using bundleAdjustmentMotion. + % The last step of tracking is to decide if the current frame should be a new key frame. A frame is a key frame if both of the following conditions are satisfied: + % At least 20 frames have passed since the last key frame or the current frame tracks fewer than 100 map points or 25% of points tracked by the reference key frame. + % The map points tracked by the current frame are fewer than 90% of points tracked by the reference key frame. + % If the current frame is to become a key frame, continue to the Local Mapping process. Otherwise, start Tracking for the next frame. + + % Main loop + isLastFrameKeyFrame = true; + while ~isLoopClosed && currFrameIdx < numel(imdsColor.Files) + + currIcolor = readimage(imdsColor, currFrameIdx); + currIdepth = readimage(imdsDepth, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currIcolor, scaleFactor, numLevels); + + % Track the last key frame + % trackedMapPointsIdx: Indices of the map points observed in the current left frame + % trackedFeatureIdx: Indices of the corresponding feature points in the current left frame + [currPose, trackedMapPointsIdx, trackedFeatureIdx] = helperTrackLastKeyFrame(mapPointSet, ... + vSetKeyFrames.Views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor); + + if isempty(currPose) || numel(trackedMapPointsIdx) < 30 + currFrameIdx = currFrameIdx + 1; + continue + end + + % Track the local map and check if the current frame is a key frame. + % A frame is a key frame if both of the following conditions are satisfied: + % + % 1. At least 20 frames have passed since the last key frame or the + % current frame tracks fewer than 100 map points. + % 2. The map points tracked by the current frame are fewer than 90% of + % points tracked by the reference key frame. + % + % localKeyFrameIds: ViewId of the connected key frames of the current frame + numSkipFrames = 20; + numPointsKeyFrame = 100; + [localKeyFrameIds, currPose, trackedMapPointsIdx, trackedFeatureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPointSet, vSetKeyFrames, trackedMapPointsIdx, ... + trackedFeatureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + isLastFrameKeyFrame, lastKeyFrameIdx, currFrameIdx, numSkipFrames, numPointsKeyFrame); + + % Visualize matched features + updatePlot(featurePlot, currIcolor, currIdepth, currPoints(trackedFeatureIdx)); + + if ~isKeyFrame + currFrameIdx = currFrameIdx + 1; + isLastFrameKeyFrame = false; + continue + else + % Match feature points between the stereo images and get the 3-D world positions + [xyzPoints, validIndex] = helperReconstructFromRGBD(currPoints, currIdepth, ... + intrinsics, currPose, depthFactor); + + [untrackedFeatureIdx, ia] = setdiff(validIndex, trackedFeatureIdx); + xyzPoints = xyzPoints(ia, :); + isLastFrameKeyFrame = true; + end + + % Update current key frame ID + currKeyFrameId = currKeyFrameId + 1; + + % Local Mapping + % Local mapping is performed for every key frame. When a new key frame is determined, add it to the key frames and update the attributes of the map points observed by the new key frame. To ensure that mapPointSet contains as few outliers as possible, a valid map point must be observed in at least 3 key frames. + % New map points are created by triangulating ORB feature points in the current key frame and its connected key frames. For each unmatched feature point in the current key frame, search for a match with other unmatched points in the connected key frames using matchFeatures. The local bundle adjustment refines the pose of the current key frame, the poses of connected key frames, and all the map points observed in these key frames. + + % Add the new key frame + [mapPointSet, vSetKeyFrames] = helperAddNewKeyFrame(mapPointSet, vSetKeyFrames, ... + currPose, currFeatures, currPoints, trackedMapPointsIdx, trackedFeatureIdx, localKeyFrameIds); + + % Remove outlier map points that are observed in fewer than 3 key frames + if currKeyFrameId == 2 + triangulatedMapPointsIdx = []; + end + + [mapPointSet, trackedMapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, trackedMapPointsIdx, triangulatedMapPointsIdx, ... + rgbdMapPointsIdx); + + % Add new map points computed from disparity + [mapPointSet, rgbdMapPointsIdx] = addWorldPoints(mapPointSet, xyzPoints); + mapPointSet = addCorrespondences(mapPointSet, currKeyFrameId, rgbdMapPointsIdx, ... + untrackedFeatureIdx); + + % Create new map points by triangulation + minNumMatches = 10; + minParallax = 0.35; + [mapPointSet, vSetKeyFrames, triangulatedMapPointsIdx, rgbdMapPointsIdx] = helperCreateNewMapPointsStereo( ... + mapPointSet, vSetKeyFrames, currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax, ... + untrackedFeatureIdx, rgbdMapPointsIdx); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, [triangulatedMapPointsIdx; rgbdMapPointsIdx], ... + vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, [triangulatedMapPointsIdx; rgbdMapPointsIdx], ... + vSetKeyFrames.Views); + + % Local bundle adjustment + [mapPointSet, vSetKeyFrames, triangulatedMapPointsIdx, rgbdMapPointsIdx] = ... + helperLocalBundleAdjustmentStereo(mapPointSet, vSetKeyFrames, ... + currKeyFrameId, intrinsics, triangulatedMapPointsIdx, rgbdMapPointsIdx); + + % Check if the KeyFrames directory exists; if not, create it + keyFramesDir = './KeyFrames'; + if ~exist(keyFramesDir, 'dir') + mkdir(keyFramesDir); + end + + % Store feature locations for this key frame + keyFramePointsDir = './KeyFramePoints'; + if ~exist(keyFramePointsDir, 'dir') + mkdir(keyFramePointsDir); + end + + % Save the current key frame image using currKeyFrameId + filename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, currKeyFrameId); + imwrite(currI, filename); + + % Save feature points information + saveKeyFramePoints(keyFramePointsDir, currKeyFrameId, currPoints(trackedFeatureIdx), trackedMapPointsIdx); + + % Visualize 3-D world points and camera trajectory + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Loop Closure + % The loop closure detection step takes the current key frame processed by the local mapping process and tries to detect and close the loop. Loop candidates are identified by querying images in the database that are visually similar to the current key frame using evaluateImageRetrieval. A candidate key frame is valid if it is not connected to the last key frame and three of its neighbor key frames are loop candidates. + % When a valid loop candidate is found, use estgeotform3d to compute the relative pose between the loop candidate frame and the current key frame. The relative pose represents a 3-D rigid transformation stored in a rigidtform3d object. Then add the loop connection with the relative pose and update mapPointSet and vSetKeyFrames. + % Check loop closure after some key frames have been created + if currKeyFrameId > 20 + + % Minimum number of feature matches of loop edges + loopEdgeNumMatches = 120; + + % Detect possible loop closure key frame candidates + [isDetected, validLoopCandidates] = helperCheckLoopClosure(vSetKeyFrames, currKeyFrameId, ... + loopDatabase, currIcolor, loopEdgeNumMatches); + + if isDetected + % Add loop closure connections + maxDistance = 0.1; + [isLoopClosed, mapPointSet, vSetKeyFrames] = helperAddLoopConnectionsStereo(... + mapPointSet, vSetKeyFrames, validLoopCandidates, currKeyFrameId, ... + currFeatures, currPoints, loopEdgeNumMatches, maxDistance); + end + end + + % If no loop closure is detected, add current features into the database + if ~isLoopClosed + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + end + + % Update IDs and indices + lastKeyFrameId = currKeyFrameId; + lastKeyFrameIdx = currFrameIdx; + addedFramesIdx = [addedFramesIdx; currFrameIdx]; %#ok + currFrameIdx = currFrameIdx + 1; + end % End of main loop + + % Finally, apply pose graph optimization over the essential graph in vSetKeyFrames to correct the drift. The essential graph is created internally by removing connections with fewer than minNumMatches matches in the covisibility graph. After pose graph optimization, update the 3-D locations of the map points using the optimized poses. + + % Optimize the poses + minNumMatches = 50; + vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); + + % Update map points after optimizing the poses + mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); + + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Plot the optimized camera trajectory + optimizedPoses = poses(vSetKeyFramesOptim); + plotOptimizedTrajectory(mapPlot, optimizedPoses) + + % Update legend + showLegend(mapPlot); + + worldPointSetOutput = mapPointSet; +end + +%% Helper functions + +% helperImportTimestampFile Import time stamp file + +function timestamp = helperImportTimestampFile(filename) + % Input handling + dataLines = [4, Inf]; + + %% Set up the Import Options and import the data + opts = delimitedTextImportOptions("NumVariables", 2); + + % Specify range and delimiter + opts.DataLines = dataLines; + opts.Delimiter = " "; + + % Specify column names and types + opts.VariableNames = ["VarName1", "Var2"]; + opts.SelectedVariableNames = "VarName1"; + opts.VariableTypes = ["double", "string"]; + + % Specify file level properties + opts.ExtraColumnsRule = "ignore"; + opts.EmptyLineRule = "read"; + opts.ConsecutiveDelimitersRule = "join"; + opts.LeadingDelimitersRule = "ignore"; + + % Specify variable properties + opts = setvaropts(opts, "Var2", "WhitespaceRule", "preserve"); + opts = setvaropts(opts, "Var2", "EmptyFieldRule", "auto"); + + % Import the data + data = readtable(filename, opts); + + % Convert to output type + timestamp = table2array(data); +end + +% helperAlignTimestamp align time stamp of color and depth images. +function indexPairs = helperAlignTimestamp(timeColor, timeDepth) + idxDepth = 1; + indexPairs = zeros(numel(timeColor), 2); + for i = 1:numel(timeColor) + for j = idxDepth : numel(timeDepth) + if abs(timeColor(i) - timeDepth(j)) < 1e-4 + idxDepth = j; + indexPairs(i, :) = [i, j]; + break + elseif timeDepth(j) - timeColor(i) > 1e-3 + break + end + end + end + indexPairs = indexPairs(indexPairs(:,1)>0, :); +end + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, scaleFactor, numLevels) + + numPoints = 1000; + + % Detect ORB features + Igray = rgb2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperReconstructFromRGBD reconstruct scene from color and depth image. + +function [xyzPoints, validIndex] = helperReconstructFromRGBD(points, ... + depthMap, intrinsics, currPose, depthFactor) + + ptcloud = pcfromdepth(depthMap,depthFactor,intrinsics,ImagePoints=points, DepthRange=[0.1, 5]); + + isPointValid = ~isnan(ptcloud.Location(:, 1)); + xyzPoints = ptcloud.Location(isPointValid, :); + xyzPoints = transformPointsForward(currPose, xyzPoints); + validIndex = find(isPointValid); +end + +% helperCullRecentMapPoints cull recently added map points. +function [mapPointSet, mapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, mapPointsIdx, newPointIdx, rgbdMapPointsIndices) + outlierIdx = setdiff([newPointIdx; rgbdMapPointsIndices], mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + mapPointsIdx = mapPointsIdx - arrayfun(@(x) nnz(x>outlierIdx), mapPointsIdx); + end +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = 1: mapPointSet.Count + majorViewIds = mapPointSet.RepresentativeViewId(i); + tform = rigidtform3d(posesNew(majorViewIds).A/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end + +% CSV file creation for points within keyframe +function saveKeyFramePoints(dirPath, keyFrameId, featurePoints, mapPointsIdx) + % Ensure the directory exists + if ~exist(dirPath, 'dir') + mkdir(dirPath); + end + + % Define the filename for the CSV file + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, keyFrameId); + + % Extract pixel locations from the feature points + pixelLocations = featurePoints.Location; % This should be an Nx2 matrix + + % Combine the indices, pixel locations, and corresponding world points indices into one matrix + dataMatrix = [pixelLocations, mapPointsIdx]; % Concatenate horizontally + + % Write the combined data to a CSV file + writematrix(dataMatrix, csvFilename); +end diff --git a/target/classes/vslam/vslam_implementation_rgbd.asv b/target/classes/vslam/vslam_implementation_rgbd.asv new file mode 100644 index 0000000000000000000000000000000000000000..875a7b2b4156ef690e3cd415ca2c176d3dc9e67e --- /dev/null +++ b/target/classes/vslam/vslam_implementation_rgbd.asv @@ -0,0 +1,181 @@ +function worldPointSet = vslam_implementation_rgbd(dataset_name) + + baseFolder = './' + datasetFolder = [baseFolder, dataset_name, '/']; + + if ~exist(datasetFolder, 'dir') + if(dataset_name == 'tum_rgbd_dataset') + + % Download if the dataset is not already downloaded + + + baseDownloadURL = "https://cvg.cit.tum.de/rgbd/dataset/freiburg3/rgbd_dataset_freiburg3_long_office_household.tgz"; + dataFolder = fullfile(tempdir, 'tum_rgbd_dataset', filesep); + options = weboptions('Timeout', Inf); + tgzFileName = [dataFolder, 'fr3_office.tgz']; + folderExists = exist(dataFolder, 'dir'); + + % Create a folder in a temporary directory to save the downloaded file + if ~folderExists + mkdir(dataFolder); + disp('Downloading fr3_office.tgz (1.38 GB). This download can take a few minutes.') + websave(tgzFileName, baseDownloadURL, options); + + % Extract contents of the downloaded file + disp('Extracting fr3_office.tgz (1.38 GB) ...') + untar(tgzFileName, dataFolder); + end + + imageFolder = [dataFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + else + if (dataset_name == 'tum_rgbd_dataset') + imageFolder = [datasetFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + end + + + + % Import dependencies + addpath('./Mathworks_VSLAM_RGBD/'); + + % Initialize image dataset + imgFolderColor = [imageFolder,'rgb/']; + imgFolderDepth = [imageFolder,'depth/']; + imdsColor = imageDatastore(imgFolderColor); + imdsDepth = imageDatastore(imgFolderDepth); + + + % Process the image sequence + worldPointSet = ProcessImageSequence(imdsColor, imdsDepth); +end + +function worldPointSetOutput = ProcessImageSequence(imdsColor, imdsDepth) + + +end + +%% Helper functions + +% helperImportTimestampFile Import time stamp file + +function timestamp = helperImportTimestampFile(filename) + % Input handling + dataLines = [4, Inf]; + + %% Set up the Import Options and import the data + opts = delimitedTextImportOptions("NumVariables", 2); + + % Specify range and delimiter + opts.DataLines = dataLines; + opts.Delimiter = " "; + + % Specify column names and types + opts.VariableNames = ["VarName1", "Var2"]; + opts.SelectedVariableNames = "VarName1"; + opts.VariableTypes = ["double", "string"]; + + % Specify file level properties + opts.ExtraColumnsRule = "ignore"; + opts.EmptyLineRule = "read"; + opts.ConsecutiveDelimitersRule = "join"; + opts.LeadingDelimitersRule = "ignore"; + + % Specify variable properties + opts = setvaropts(opts, "Var2", "WhitespaceRule", "preserve"); + opts = setvaropts(opts, "Var2", "EmptyFieldRule", "auto"); + + % Import the data + data = readtable(filename, opts); + + % Convert to output type + timestamp = table2array(data); +end + +% helperAlignTimestamp align time stamp of color and depth images. +function indexPairs = helperAlignTimestamp(timeColor, timeDepth) + idxDepth = 1; + indexPairs = zeros(numel(timeColor), 2); + for i = 1:numel(timeColor) + for j = idxDepth : numel(timeDepth) + if abs(timeColor(i) - timeDepth(j)) < 1e-4 + idxDepth = j; + indexPairs(i, :) = [i, j]; + break + elseif timeDepth(j) - timeColor(i) > 1e-3 + break + end + end + end + indexPairs = indexPairs(indexPairs(:,1)>0, :); +end + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, scaleFactor, numLevels) + + numPoints = 1000; + + % Detect ORB features + Igray = rgb2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperReconstructFromRGBD reconstruct scene from color and depth image. + +function [xyzPoints, validIndex] = helperReconstructFromRGBD(points, ... + depthMap, intrinsics, currPose, depthFactor) + + ptcloud = pcfromdepth(depthMap,depthFactor,intrinsics,ImagePoints=points, DepthRange=[0.1, 5]); + + isPointValid = ~isnan(ptcloud.Location(:, 1)); + xyzPoints = ptcloud.Location(isPointValid, :); + xyzPoints = transformPointsForward(currPose, xyzPoints); + validIndex = find(isPointValid); +end + +% helperCullRecentMapPoints cull recently added map points. +function [mapPointSet, mapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, mapPointsIdx, newPointIdx, rgbdMapPointsIndices) + outlierIdx = setdiff([newPointIdx; rgbdMapPointsIndices], mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + mapPointsIdx = mapPointsIdx - arrayfun(@(x) nnz(x>outlierIdx), mapPointsIdx); + end +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = 1: mapPointSet.Count + majorViewIds = mapPointSet.RepresentativeViewId(i); + tform = rigidtform3d(posesNew(majorViewIds).A/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end diff --git a/target/classes/vslam/vslam_implementation_rgbd.m b/target/classes/vslam/vslam_implementation_rgbd.m new file mode 100644 index 0000000000000000000000000000000000000000..ad7cd6a06ec6f0126c036618b17892b74f14901d --- /dev/null +++ b/target/classes/vslam/vslam_implementation_rgbd.m @@ -0,0 +1,544 @@ +function [worldPointSetOutput, optimizedPoses, pointCloudsAll] = vslam_implementation_rgbd(dataset_name) + % Define the base folder for datasets + baseFolder = './'; + datasetFolder = [baseFolder, dataset_name, '/']; + + % Check if the dataset exists, if not download and prepare it + if ~exist(datasetFolder, 'dir') + if strcmp(dataset_name, 'tum_rgbd_dataset') + % Define the URL and local folder for download + baseDownloadURL = "https://cvg.cit.tum.de/rgbd/dataset/freiburg3/rgbd_dataset_freiburg3_long_office_household.tgz"; + dataFolder = fullfile(baseFolder, 'tum_rgbd_dataset', filesep); + tgzFileName = [dataFolder, 'fr3_office.tgz']; + + % Create a folder to save the downloaded file + if ~exist(dataFolder, 'dir') + mkdir(dataFolder); + disp('Downloading fr3_office.tgz (1.38 GB). This download can take a few minutes.'); + h = waitbar(0, 'Downloading Dataset... Please wait.', 'Name', 'Downloading fr3_office'); + websave(tgzFileName, baseDownloadURL, weboptions('Timeout', Inf)); + % Update and close waitbar after download completes + waitbar(1, h, 'Download Complete. Extracting...'); + pause(1); % Pause to show complete message + close(h); + + % Extract contents of the downloaded file + disp('Extracting fr3_office.tgz (1.38 GB) ...'); + h = waitbar(0, 'Extracting files... This may take a while.', 'Name', 'Extracting Data'); + untar(tgzFileName, dataFolder); + + % Close waitbar after extraction completes + waitbar(1, h, 'Extraction Complete.'); + pause(1); % Pause to show complete message + close(h); + end + + imageFolder = [dataFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + else + error('Dataset name not recognized or dataset-specific download steps not defined.'); + end + else + % If dataset is already present, set the image folder path + if strcmp(dataset_name, 'tum_rgbd_dataset') + imageFolder = [datasetFolder, 'rgbd_dataset_freiburg3_long_office_household/']; + end + end + + % Import dependencies + addpath('./Mathworks_VSLAM_RGBD/'); + + % Initialize image dataset stores for color and depth images + imgFolderColor = [imageFolder, 'rgb/']; + imgFolderDepth = [imageFolder, 'depth/']; + imdsColor = imageDatastore(imgFolderColor); + imdsDepth = imageDatastore(imgFolderDepth); + + % Note that the color and depth images are generated in an un-synchronized way in the dataset. Therefore, we need to associate color images to depth images based on the time stamp. + % Load time stamp data of color images + timeColor = helperImportTimestampFile([imageFolder, 'rgb.txt']); + + % Load time stamp data of depth images + timeDepth = helperImportTimestampFile([imageFolder, 'depth.txt']); + + % Align the time stamp + indexPairs = helperAlignTimestamp(timeColor, timeDepth); + + % Select the synchronized image data + imdsColor = subset(imdsColor, indexPairs(:, 1)); + imdsDepth = subset(imdsDepth, indexPairs(:, 2)); + + % Process the image sequence + [worldPointSetOutput, optimizedPoses, pointCloudsAll] = ProcessImageSequence(imdsColor, imdsDepth); + + % Save the outputs to .mat files + save('worldPointSetOutput.mat', 'worldPointSetOutput'); + save('optimizedPoses.mat', 'optimizedPoses'); + save('pointCloudsAll.mat', 'pointCloudsAll'); + +end + + +function [worldPointSetOutput, optimizedPoses, pointCloudsAll] = ProcessImageSequence(imdsColor, imdsDepth) + % Inspect the first RGB-D image + currFrameIdx = 1; + currIcolor = readimage(imdsColor, currFrameIdx); + currIdepth = readimage(imdsDepth, currFrameIdx); + imshowpair(currIcolor, currIdepth, "montage"); + + % Map Initialization: The pipeline starts by initializing the map that holds 3-D world points. + % This step is crucial and has a significant impact on the accuracy of the final SLAM result. + % Initial ORB feature points are extracted from the first color image using helperDetectAndExtractFeatures. + % Their corresponding 3-D world locations can be computed from the pixel coordinates of the feature + % points and the depth value using helperReconstructFromRGBD. + + % Set random seed for reproducibility + rng(0); + + % Create a cameraIntrinsics object to store the camera intrinsic parameters. + % The intrinsics for the dataset can be found at the following page: + % https://vision.in.tum.de/data/datasets/rgbd-dataset/file_formats + focalLength = [535.4, 539.2]; % in units of pixels + principalPoint = [320.1, 247.6]; % in units of pixels + imageSize = size(currIcolor,[1,2]); % in pixels [mrows, ncols] + depthFactor = 5e3; + intrinsics = cameraIntrinsics(focalLength,principalPoint,imageSize); + + % Detect and extract ORB features from the color image + scaleFactor = 1.2; + numLevels = 8; + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currIcolor, scaleFactor, numLevels); + + initialPose = rigidtform3d(); + [xyzPoints, validIndex] = helperReconstructFromRGBD(currPoints, currIdepth, intrinsics, initialPose, depthFactor); + + % Initialize Place Recognition Database + % Loop detection is performed using the bags-of-words approach. A visual vocabulary represented as a bagOfFeatures object is created offline with the ORB descriptors extracted from a large set of images in the dataset by calling: + % bag = bagOfFeatures(imds,CustomExtractor=@helperORBFeatureExtractorFunction, TreeProperties=[5, 10], StrongestFeatures=1); + % where imds is an imageDatastore object storing the training images and helperORBFeatureExtractorFunction is the ORB feature extractor function. See Image Retrieval with Bag of Visual Words for more information. + % The loop closure process incrementally builds a database, represented as an invertedImageIndex object, that stores the visual word-to-image mapping based on the bag of ORB features. + + % Load the bag of features data created offline + bofData = load("bagOfFeaturesDataSLAM.mat"); + + % Initialize the place recognition database + loopDatabase = invertedImageIndex(bofData.bof, SaveFeatureLocations=false); + + % Add features of the first key frame to the database + currKeyFrameId = 1; + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + + % Data Management and Visualization + % After the map is initialized using the first pair of color and depth image, you can use imageviewset and worldpointset to store the first key frames and the corresponding map points: + + % Create an empty imageviewset object to store key frames + vSetKeyFrames = imageviewset; + + % Create an empty worldpointset object to store 3-D map points + mapPointSet = worldpointset; + + % Add the first key frame + vSetKeyFrames = addView(vSetKeyFrames, currKeyFrameId, initialPose, Points=currPoints,... + Features=currFeatures.Features); + + % Add 3-D map points + [mapPointSet, rgbdMapPointsIdx] = addWorldPoints(mapPointSet, xyzPoints); + + % Add observations of the map points + mapPointSet = addCorrespondences(mapPointSet, currKeyFrameId, rgbdMapPointsIdx, validIndex); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, rgbdMapPointsIdx, vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, rgbdMapPointsIdx, vSetKeyFrames.Views); + + % Visualize matched features in the first key frame + featurePlot = helperVisualizeMatchedFeaturesRGBD(currIcolor, currIdepth, currPoints(validIndex)); + + % Visualize initial map points and camera trajectory + xLim = [-4 4]; + yLim = [-3 1]; + zLim = [-1 6]; + mapPlot = helperVisualizeMotionAndStructure(vSetKeyFrames, mapPointSet, xLim, yLim, zLim); + + % Show legend + showLegend(mapPlot); + + % Tracking + % The tracking process is performed using every RGB-D image and determines when to insert a new key frame. + % ViewId of the last key frame + lastKeyFrameId = currKeyFrameId; + + % Index of the last key frame in the input image sequence + lastKeyFrameIdx = currFrameIdx; + + % Indices of all the key frames in the input image sequence + addedFramesIdx = lastKeyFrameIdx; + + currFrameIdx = 2; + isLoopClosed = false; + + % Each frame is processed as follows: + % ORB features are extracted for each new color image and then matched (using matchFeatures), with features in the last key frame that have known corresponding 3-D map points. + % Estimate the camera pose using Perspective-n-Point algorithm, which estimates the pose of a calibrated camera given a set of 3-D points and their corresponding 2-D projections using estworldpose. + % Given the camera pose, project the map points observed by the last key frame into the current frame and search for feature correspondences using matchFeaturesInRadius. + % With 3-D to 2-D correspondences in the current frame, refine the camera pose by performing a motion-only bundle adjustment using bundleAdjustmentMotion. + % Project the local map points into the current frame to search for more feature correspondences using matchFeaturesInRadius and refine the camera pose again using bundleAdjustmentMotion. + % The last step of tracking is to decide if the current frame should be a new key frame. A frame is a key frame if both of the following conditions are satisfied: + % At least 20 frames have passed since the last key frame or the current frame tracks fewer than 100 map points or 25% of points tracked by the reference key frame. + % The map points tracked by the current frame are fewer than 90% of points tracked by the reference key frame. + % If the current frame is to become a key frame, continue to the Local Mapping process. Otherwise, start Tracking for the next frame. + + % Main loop + isLastFrameKeyFrame = true; + while ~isLoopClosed && currFrameIdx < numel(imdsColor.Files) + + currIcolor = readimage(imdsColor, currFrameIdx); + currIdepth = readimage(imdsDepth, currFrameIdx); + + [currFeatures, currPoints] = helperDetectAndExtractFeatures(currIcolor, scaleFactor, numLevels); + + % Track the last key frame + % trackedMapPointsIdx: Indices of the map points observed in the current left frame + % trackedFeatureIdx: Indices of the corresponding feature points in the current left frame + [currPose, trackedMapPointsIdx, trackedFeatureIdx] = helperTrackLastKeyFrame(mapPointSet, ... + vSetKeyFrames.Views, currFeatures, currPoints, lastKeyFrameId, intrinsics, scaleFactor); + + if isempty(currPose) || numel(trackedMapPointsIdx) < 30 + currFrameIdx = currFrameIdx + 1; + continue + end + + % Track the local map and check if the current frame is a key frame. + % A frame is a key frame if both of the following conditions are satisfied: + % + % 1. At least 20 frames have passed since the last key frame or the + % current frame tracks fewer than 100 map points. + % 2. The map points tracked by the current frame are fewer than 90% of + % points tracked by the reference key frame. + % + % localKeyFrameIds: ViewId of the connected key frames of the current frame + numSkipFrames = 20; + numPointsKeyFrame = 100; + [localKeyFrameIds, currPose, trackedMapPointsIdx, trackedFeatureIdx, isKeyFrame] = ... + helperTrackLocalMap(mapPointSet, vSetKeyFrames, trackedMapPointsIdx, ... + trackedFeatureIdx, currPose, currFeatures, currPoints, intrinsics, scaleFactor, numLevels, ... + isLastFrameKeyFrame, lastKeyFrameIdx, currFrameIdx, numSkipFrames, numPointsKeyFrame); + + % Visualize matched features + updatePlot(featurePlot, currIcolor, currIdepth, currPoints(trackedFeatureIdx)); + + if ~isKeyFrame + currFrameIdx = currFrameIdx + 1; + isLastFrameKeyFrame = false; + continue + else + % Match feature points between the stereo images and get the 3-D world positions + [xyzPoints, validIndex] = helperReconstructFromRGBD(currPoints, currIdepth, ... + intrinsics, currPose, depthFactor); + + [untrackedFeatureIdx, ia] = setdiff(validIndex, trackedFeatureIdx); + xyzPoints = xyzPoints(ia, :); + isLastFrameKeyFrame = true; + end + + % Update current key frame ID + currKeyFrameId = currKeyFrameId + 1; + + % Local Mapping + % Local mapping is performed for every key frame. When a new key frame is determined, add it to the key frames and update the attributes of the map points observed by the new key frame. To ensure that mapPointSet contains as few outliers as possible, a valid map point must be observed in at least 3 key frames. + % New map points are created by triangulating ORB feature points in the current key frame and its connected key frames. For each unmatched feature point in the current key frame, search for a match with other unmatched points in the connected key frames using matchFeatures. The local bundle adjustment refines the pose of the current key frame, the poses of connected key frames, and all the map points observed in these key frames. + + % Add the new key frame + [mapPointSet, vSetKeyFrames] = helperAddNewKeyFrame(mapPointSet, vSetKeyFrames, ... + currPose, currFeatures, currPoints, trackedMapPointsIdx, trackedFeatureIdx, localKeyFrameIds); + + % Remove outlier map points that are observed in fewer than 3 key frames + if currKeyFrameId == 2 + triangulatedMapPointsIdx = []; + end + + [mapPointSet, trackedMapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, trackedMapPointsIdx, triangulatedMapPointsIdx, ... + rgbdMapPointsIdx); + + % Add new map points computed from disparity + [mapPointSet, rgbdMapPointsIdx] = addWorldPoints(mapPointSet, xyzPoints); + mapPointSet = addCorrespondences(mapPointSet, currKeyFrameId, rgbdMapPointsIdx, ... + untrackedFeatureIdx); + + % Create new map points by triangulation + minNumMatches = 10; + minParallax = 0.35; + [mapPointSet, vSetKeyFrames, triangulatedMapPointsIdx, rgbdMapPointsIdx] = helperCreateNewMapPointsStereo( ... + mapPointSet, vSetKeyFrames, currKeyFrameId, intrinsics, scaleFactor, minNumMatches, minParallax, ... + untrackedFeatureIdx, rgbdMapPointsIdx); + + % Update view direction and depth + mapPointSet = updateLimitsAndDirection(mapPointSet, [triangulatedMapPointsIdx; rgbdMapPointsIdx], ... + vSetKeyFrames.Views); + + % Update representative view + mapPointSet = updateRepresentativeView(mapPointSet, [triangulatedMapPointsIdx; rgbdMapPointsIdx], ... + vSetKeyFrames.Views); + + % Local bundle adjustment + [mapPointSet, vSetKeyFrames, triangulatedMapPointsIdx, rgbdMapPointsIdx] = ... + helperLocalBundleAdjustmentStereo(mapPointSet, vSetKeyFrames, ... + currKeyFrameId, intrinsics, triangulatedMapPointsIdx, rgbdMapPointsIdx); + + % Check if the KeyFrames directory exists; if not, create it + keyFramesDir = './KeyFrames'; + if ~exist(keyFramesDir, 'dir') + mkdir(keyFramesDir); + end + + % Store feature locations for this key frame + keyFramePointsDir = './KeyFramePoints'; + if ~exist(keyFramePointsDir, 'dir') + mkdir(keyFramePointsDir); + end + + % Save the current key frame image using currKeyFrameId + filename = sprintf('%s/KeyFrame_%04d.png', keyFramesDir, currKeyFrameId); + imwrite(currIcolor, filename); + + % Save feature points information + saveKeyFramePoints(keyFramePointsDir, currKeyFrameId, currPoints(trackedFeatureIdx), trackedMapPointsIdx); + + % Visualize 3-D world points and camera trajectory + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Loop Closure + % The loop closure detection step takes the current key frame processed by the local mapping process and tries to detect and close the loop. Loop candidates are identified by querying images in the database that are visually similar to the current key frame using evaluateImageRetrieval. A candidate key frame is valid if it is not connected to the last key frame and three of its neighbor key frames are loop candidates. + % When a valid loop candidate is found, use estgeotform3d to compute the relative pose between the loop candidate frame and the current key frame. The relative pose represents a 3-D rigid transformation stored in a rigidtform3d object. Then add the loop connection with the relative pose and update mapPointSet and vSetKeyFrames. + % Check loop closure after some key frames have been created + if currKeyFrameId > 20 + + % Minimum number of feature matches of loop edges + loopEdgeNumMatches = 120; + + % Detect possible loop closure key frame candidates + [isDetected, validLoopCandidates] = helperCheckLoopClosure(vSetKeyFrames, currKeyFrameId, ... + loopDatabase, currIcolor, loopEdgeNumMatches); + + if isDetected + % Add loop closure connections + maxDistance = 0.1; + [isLoopClosed, mapPointSet, vSetKeyFrames] = helperAddLoopConnectionsStereo(... + mapPointSet, vSetKeyFrames, validLoopCandidates, currKeyFrameId, ... + currFeatures, currPoints, loopEdgeNumMatches, maxDistance); + end + end + + % If no loop closure is detected, add current features into the database + if ~isLoopClosed + addImageFeatures(loopDatabase, currFeatures, currKeyFrameId); + end + + % Update IDs and indices + lastKeyFrameId = currKeyFrameId; + lastKeyFrameIdx = currFrameIdx; + addedFramesIdx = [addedFramesIdx; currFrameIdx]; %#ok + currFrameIdx = currFrameIdx + 1; + end % End of main loop + + % Finally, apply pose graph optimization over the essential graph in vSetKeyFrames to correct the drift. The essential graph is created internally by removing connections with fewer than minNumMatches matches in the covisibility graph. After pose graph optimization, update the 3-D locations of the map points using the optimized poses. + + % Optimize the poses + minNumMatches = 50; + vSetKeyFramesOptim = optimizePoses(vSetKeyFrames, minNumMatches, Tolerance=1e-16); + + % Update map points after optimizing the poses + mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim); + + updatePlot(mapPlot, vSetKeyFrames, mapPointSet); + + % Plot the optimized camera trajectory + optimizedPoses = poses(vSetKeyFramesOptim); + plotOptimizedTrajectory(mapPlot, optimizedPoses) + + % Update legend + showLegend(mapPlot); + + worldPointSetOutput = mapPointSet; + + % Dense Reconstruction from Depth Image + % Given the refined camera poses, you can reproject all the valid image points in the associated depth images back to the 3-D space to perform dense reconstruction. + % Create an array of pointCloud objects to store the world points constructed + + % from the key frames + ptClouds = repmat(pointCloud(zeros(1, 3)), numel(addedFramesIdx), 1); + + % Ignore image points at the boundary + offset = 40; + [X, Y] = meshgrid(offset:2:imageSize(2)-offset, offset:2:imageSize(1)-offset); + + for i = 1: numel(addedFramesIdx) + Icolor = readimage(imdsColor, addedFramesIdx(i)); + Idepth = readimage(imdsDepth, addedFramesIdx(i)); + + [xyzPoints, validIndex] = helperReconstructFromRGBD([X(:), Y(:)], ... + Idepth, intrinsics, optimizedPoses.AbsolutePose(i), depthFactor); + + colors = zeros(numel(X), 1, 'like', Icolor); + for j = 1:numel(X) + colors(j, 1:3) = Icolor(Y(j), X(j), :); + end + ptClouds(i) = pointCloud(xyzPoints, Color=colors(validIndex, :)); + end + + % Concatenate the point clouds + pointCloudsAll = pccat(ptClouds); + + figure + pcshow(pointCloudsAll,VerticalAxis="y", VerticalAxisDir="down"); + xlabel('X') + ylabel('Y') + zlabel('Z') +end + +%% Helper functions + +% helperImportTimestampFile Import time stamp file + +function timestamp = helperImportTimestampFile(filename) + % Input handling + dataLines = [4, Inf]; + + %% Set up the Import Options and import the data + opts = delimitedTextImportOptions("NumVariables", 2); + + % Specify range and delimiter + opts.DataLines = dataLines; + opts.Delimiter = " "; + + % Specify column names and types + opts.VariableNames = ["VarName1", "Var2"]; + opts.SelectedVariableNames = "VarName1"; + opts.VariableTypes = ["double", "string"]; + + % Specify file level properties + opts.ExtraColumnsRule = "ignore"; + opts.EmptyLineRule = "read"; + opts.ConsecutiveDelimitersRule = "join"; + opts.LeadingDelimitersRule = "ignore"; + + % Specify variable properties + opts = setvaropts(opts, "Var2", "WhitespaceRule", "preserve"); + opts = setvaropts(opts, "Var2", "EmptyFieldRule", "auto"); + + % Import the data + data = readtable(filename, opts); + + % Convert to output type + timestamp = table2array(data); +end + +% helperAlignTimestamp align time stamp of color and depth images. +function indexPairs = helperAlignTimestamp(timeColor, timeDepth) + idxDepth = 1; + indexPairs = zeros(numel(timeColor), 2); + for i = 1:numel(timeColor) + for j = idxDepth : numel(timeDepth) + if abs(timeColor(i) - timeDepth(j)) < 1e-4 + idxDepth = j; + indexPairs(i, :) = [i, j]; + break + elseif timeDepth(j) - timeColor(i) > 1e-3 + break + end + end + end + indexPairs = indexPairs(indexPairs(:,1)>0, :); +end + +% helperDetectAndExtractFeatures detect and extract and ORB features from the image. +function [features, validPoints] = helperDetectAndExtractFeatures(Irgb, scaleFactor, numLevels) + + numPoints = 1000; + + % Detect ORB features + Igray = rgb2gray(Irgb); + + points = detectORBFeatures(Igray, ScaleFactor=scaleFactor, NumLevels=numLevels); + + % Select a subset of features, uniformly distributed throughout the image + points = selectUniform(points, numPoints, size(Igray, 1:2)); + + % Extract features + [features, validPoints] = extractFeatures(Igray, points); +end + +% helperReconstructFromRGBD reconstruct scene from color and depth image. + +function [xyzPoints, validIndex] = helperReconstructFromRGBD(points, ... + depthMap, intrinsics, currPose, depthFactor) + + ptcloud = pcfromdepth(depthMap,depthFactor,intrinsics,ImagePoints=points, DepthRange=[0.1, 5]); + + isPointValid = ~isnan(ptcloud.Location(:, 1)); + xyzPoints = ptcloud.Location(isPointValid, :); + xyzPoints = transformPointsForward(currPose, xyzPoints); + validIndex = find(isPointValid); +end + +% helperCullRecentMapPoints cull recently added map points. +function [mapPointSet, mapPointsIdx] = ... + helperCullRecentMapPoints(mapPointSet, mapPointsIdx, newPointIdx, rgbdMapPointsIndices) + outlierIdx = setdiff([newPointIdx; rgbdMapPointsIndices], mapPointsIdx); + if ~isempty(outlierIdx) + mapPointSet = removeWorldPoints(mapPointSet, outlierIdx); + mapPointsIdx = mapPointsIdx - arrayfun(@(x) nnz(x>outlierIdx), mapPointsIdx); + end +end + +% helperEstimateTrajectoryError calculate the tracking error. +function rmse = helperEstimateTrajectoryError(gTruth, cameraPoses) + locations = vertcat(cameraPoses.AbsolutePose.Translation); + gLocations = vertcat(gTruth.Translation); + scale = median(vecnorm(gLocations, 2, 2))/ median(vecnorm(locations, 2, 2)); + scaledLocations = locations * scale; + + rmse = sqrt(mean( sum((scaledLocations - gLocations).^2, 2) )); + disp(['Absolute RMSE for key frame trajectory (m): ', num2str(rmse)]); +end + +% helperUpdateGlobalMap update 3-D locations of map points after pose graph optimization +function mapPointSet = helperUpdateGlobalMap(mapPointSet, vSetKeyFrames, vSetKeyFramesOptim) + + posesOld = vSetKeyFrames.Views.AbsolutePose; + posesNew = vSetKeyFramesOptim.Views.AbsolutePose; + positionsOld = mapPointSet.WorldPoints; + positionsNew = positionsOld; + indices = 1:mapPointSet.Count; + + % Update world location of each map point based on the new absolute pose of + % the corresponding major view + for i = 1: mapPointSet.Count + majorViewIds = mapPointSet.RepresentativeViewId(i); + tform = rigidtform3d(posesNew(majorViewIds).A/posesOld(majorViewIds).A); + positionsNew(i, :) = transformPointsForward(tform, positionsOld(i, :)); + end + mapPointSet = updateWorldPoints(mapPointSet, indices, positionsNew); +end + +% CSV file creation for points within keyframe +function saveKeyFramePoints(dirPath, keyFrameId, featurePoints, mapPointsIdx) + % Ensure the directory exists + if ~exist(dirPath, 'dir') + mkdir(dirPath); + end + + % Define the filename for the CSV file + csvFilename = sprintf('%s/KeyFramePoints_%04d.csv', dirPath, keyFrameId); + + % Extract pixel locations from the feature points + pixelLocations = featurePoints.Location; % This should be an Nx2 matrix + + % Combine the indices, pixel locations, and corresponding world points indices into one matrix + dataMatrix = [pixelLocations, mapPointsIdx]; % Concatenate horizontally + + % Write the combined data to a CSV file + writematrix(dataMatrix, csvFilename); +end diff --git a/target/classes/vslam/worldPointSet 2.mat b/target/classes/vslam/worldPointSet 2.mat new file mode 100644 index 0000000000000000000000000000000000000000..3a558ef8f87d8d98b9cfabb5c53678ee110e06cf Binary files /dev/null and b/target/classes/vslam/worldPointSet 2.mat differ diff --git a/target/classes/vslam/worldPointSet.mat b/target/classes/vslam/worldPointSet.mat new file mode 100644 index 0000000000000000000000000000000000000000..3a558ef8f87d8d98b9cfabb5c53678ee110e06cf Binary files /dev/null and b/target/classes/vslam/worldPointSet.mat differ diff --git a/target/classes/vslam/worldPointSetOutput.mat b/target/classes/vslam/worldPointSetOutput.mat new file mode 100644 index 0000000000000000000000000000000000000000..383fec4a6a1c781837ee0bf0e9b0d4aa65556141 Binary files /dev/null and b/target/classes/vslam/worldPointSetOutput.mat differ diff --git a/target/classes/yolo/YOLODetector.class b/target/classes/yolo/YOLODetector.class new file mode 100644 index 0000000000000000000000000000000000000000..da1302ef1aca9aa03dd538781f27d001bff5021b Binary files /dev/null and b/target/classes/yolo/YOLODetector.class differ diff --git a/target/classes/yolo/YOLONet$ObjectDetectionResult.class b/target/classes/yolo/YOLONet$ObjectDetectionResult.class new file mode 100644 index 0000000000000000000000000000000000000000..c8b1ef244916f4a2932492116af111dfe15470d9 Binary files /dev/null and b/target/classes/yolo/YOLONet$ObjectDetectionResult.class differ diff --git a/target/classes/yolo/YOLONet.class b/target/classes/yolo/YOLONet.class new file mode 100644 index 0000000000000000000000000000000000000000..759fae0f5a60d8420cd1245a042c5eb496187db5 Binary files /dev/null and b/target/classes/yolo/YOLONet.class differ diff --git a/target/classes/yolo/coco.names b/target/classes/yolo/coco.names new file mode 100644 index 0000000000000000000000000000000000000000..16315f2becec9705017bfaf1b9fb81ca2a83c0b0 --- /dev/null +++ b/target/classes/yolo/coco.names @@ -0,0 +1,80 @@ +person +bicycle +car +motorbike +aeroplane +bus +train +truck +boat +traffic light +fire hydrant +stop sign +parking meter +bench +bird +cat +dog +horse +sheep +cow +elephant +bear +zebra +giraffe +backpack +umbrella +handbag +tie +suitcase +frisbee +skis +snowboard +sports ball +kite +baseball bat +baseball glove +skateboard +surfboard +tennis racket +bottle +wine glass +cup +fork +knife +spoon +bowl +banana +apple +sandwich +orange +broccoli +carrot +hot dog +pizza +donut +cake +chair +sofa +pottedplant +bed +diningtable +toilet +tvmonitor +laptop +mouse +remote +keyboard +cell phone +microwave +oven +toaster +sink +refrigerator +book +clock +vase +scissors +teddy bear +hair drier +toothbrush \ No newline at end of file diff --git a/target/classes/yolo/yolov4.cfg b/target/classes/yolo/yolov4.cfg new file mode 100644 index 0000000000000000000000000000000000000000..2985a313f610e032732e388ca6d0a7729ae7f267 --- /dev/null +++ b/target/classes/yolo/yolov4.cfg @@ -0,0 +1,1157 @@ +[net] +batch=64 +subdivisions=8 +# Training +#width=512 +#height=512 +width=608 +height=608 +channels=3 +momentum=0.949 +decay=0.0005 +angle=0 +saturation = 1.5 +exposure = 1.5 +hue=.1 + +learning_rate=0.0013 +burn_in=1000 +max_batches = 500500 +policy=steps +steps=400000,450000 +scales=.1,.1 + +#cutmix=1 +mosaic=1 + +#:104x104 54:52x52 85:26x26 104:13x13 for 416 + +[convolutional] +batch_normalize=1 +filters=32 +size=3 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=32 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-7 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-10 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-28 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-28 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=1024 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-16 + +[convolutional] +batch_normalize=1 +filters=1024 +size=1 +stride=1 +pad=1 +activation=mish + +########################## + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +### SPP ### +[maxpool] +stride=1 +size=5 + +[route] +layers=-2 + +[maxpool] +stride=1 +size=9 + +[route] +layers=-4 + +[maxpool] +stride=1 +size=13 + +[route] +layers=-1,-3,-5,-6 +### End SPP ### + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[upsample] +stride=2 + +[route] +layers = 85 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[route] +layers = -1, -3 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[upsample] +stride=2 + +[route] +layers = 54 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[route] +layers = -1, -3 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +########################## + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 0,1,2 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +scale_x_y = 1.2 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 + + +[route] +layers = -4 + +[convolutional] +batch_normalize=1 +size=3 +stride=2 +pad=1 +filters=256 +activation=leaky + +[route] +layers = -1, -16 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 3,4,5 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +scale_x_y = 1.1 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 + + +[route] +layers = -4 + +[convolutional] +batch_normalize=1 +size=3 +stride=2 +pad=1 +filters=512 +activation=leaky + +[route] +layers = -1, -37 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 6,7,8 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +random=1 +scale_x_y = 1.05 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 diff --git a/target/classes/yolo/yolov4.weights b/target/classes/yolo/yolov4.weights new file mode 100644 index 0000000000000000000000000000000000000000..921f4406ecaa54a53031dd695e7bcd96f5dd9be2 Binary files /dev/null and b/target/classes/yolo/yolov4.weights differ diff --git a/target/test-classes/.DS_Store b/target/test-classes/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..aa365cbfad50e612896ac93c289d4a02efa65659 Binary files /dev/null and b/target/test-classes/.DS_Store differ diff --git a/target/test-classes/object_detection/BoundingBoxTests.class b/target/test-classes/object_detection/BoundingBoxTests.class new file mode 100644 index 0000000000000000000000000000000000000000..4fd7ec9e65bfec2a264989b37ff19d1183fecc8b Binary files /dev/null and b/target/test-classes/object_detection/BoundingBoxTests.class differ diff --git a/target/test-classes/object_detection/ObjectSetTests.class b/target/test-classes/object_detection/ObjectSetTests.class new file mode 100644 index 0000000000000000000000000000000000000000..bd4f79feabcfd3e9de11047fbdc4b7afd08edc2d Binary files /dev/null and b/target/test-classes/object_detection/ObjectSetTests.class differ diff --git a/target/test-classes/object_detection/PointTests.class b/target/test-classes/object_detection/PointTests.class new file mode 100644 index 0000000000000000000000000000000000000000..40ded9809bea2d1e8c7c644e32828eff0909c437 Binary files /dev/null and b/target/test-classes/object_detection/PointTests.class differ diff --git a/target/test-classes/yolo/.gitkeep b/target/test-classes/yolo/.gitkeep new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/target/test-classes/yolo/.gitkeep 2 b/target/test-classes/yolo/.gitkeep 2 new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/target/test-classes/yolo/KeyFrame_0060 2.csv b/target/test-classes/yolo/KeyFrame_0060 2.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd8544564a0d5fc5972a6dc8cc6b5b8ef7b6e8e5 --- /dev/null +++ b/target/test-classes/yolo/KeyFrame_0060 2.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.966170,187,292,78,65 +tvmonitor,0.911748,64,-2,228,136 +keyboard,0.845111,25,113,245,130 diff --git a/target/test-classes/yolo/KeyFrame_0060.csv b/target/test-classes/yolo/KeyFrame_0060.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd8544564a0d5fc5972a6dc8cc6b5b8ef7b6e8e5 --- /dev/null +++ b/target/test-classes/yolo/KeyFrame_0060.csv @@ -0,0 +1,4 @@ +Class,Confidence,X,Y,Width,Height +mouse,0.966170,187,292,78,65 +tvmonitor,0.911748,64,-2,228,136 +keyboard,0.845111,25,113,245,130 diff --git a/target/test-classes/yolo/TestFrame 2.png b/target/test-classes/yolo/TestFrame 2.png new file mode 100644 index 0000000000000000000000000000000000000000..3886bb1a0f80d4fb37fe4c30ca3a22fca4199216 Binary files /dev/null and b/target/test-classes/yolo/TestFrame 2.png differ diff --git a/target/test-classes/yolo/TestFrame.png b/target/test-classes/yolo/TestFrame.png new file mode 100644 index 0000000000000000000000000000000000000000..3886bb1a0f80d4fb37fe4c30ca3a22fca4199216 Binary files /dev/null and b/target/test-classes/yolo/TestFrame.png differ diff --git a/target/test-classes/yolo/YOLOTest 2.class b/target/test-classes/yolo/YOLOTest 2.class new file mode 100644 index 0000000000000000000000000000000000000000..e6d61d4eca2c47f98ec4ac414d0da4db5ab1ef91 Binary files /dev/null and b/target/test-classes/yolo/YOLOTest 2.class differ diff --git a/target/test-classes/yolo/YOLOTest.class b/target/test-classes/yolo/YOLOTest.class new file mode 100644 index 0000000000000000000000000000000000000000..e6d61d4eca2c47f98ec4ac414d0da4db5ab1ef91 Binary files /dev/null and b/target/test-classes/yolo/YOLOTest.class differ diff --git a/target/test-classes/yolo/coco.names b/target/test-classes/yolo/coco.names new file mode 100644 index 0000000000000000000000000000000000000000..16315f2becec9705017bfaf1b9fb81ca2a83c0b0 --- /dev/null +++ b/target/test-classes/yolo/coco.names @@ -0,0 +1,80 @@ +person +bicycle +car +motorbike +aeroplane +bus +train +truck +boat +traffic light +fire hydrant +stop sign +parking meter +bench +bird +cat +dog +horse +sheep +cow +elephant +bear +zebra +giraffe +backpack +umbrella +handbag +tie +suitcase +frisbee +skis +snowboard +sports ball +kite +baseball bat +baseball glove +skateboard +surfboard +tennis racket +bottle +wine glass +cup +fork +knife +spoon +bowl +banana +apple +sandwich +orange +broccoli +carrot +hot dog +pizza +donut +cake +chair +sofa +pottedplant +bed +diningtable +toilet +tvmonitor +laptop +mouse +remote +keyboard +cell phone +microwave +oven +toaster +sink +refrigerator +book +clock +vase +scissors +teddy bear +hair drier +toothbrush \ No newline at end of file diff --git a/target/test-classes/yolo/yolov4 2.cfg b/target/test-classes/yolo/yolov4 2.cfg new file mode 100644 index 0000000000000000000000000000000000000000..2985a313f610e032732e388ca6d0a7729ae7f267 --- /dev/null +++ b/target/test-classes/yolo/yolov4 2.cfg @@ -0,0 +1,1157 @@ +[net] +batch=64 +subdivisions=8 +# Training +#width=512 +#height=512 +width=608 +height=608 +channels=3 +momentum=0.949 +decay=0.0005 +angle=0 +saturation = 1.5 +exposure = 1.5 +hue=.1 + +learning_rate=0.0013 +burn_in=1000 +max_batches = 500500 +policy=steps +steps=400000,450000 +scales=.1,.1 + +#cutmix=1 +mosaic=1 + +#:104x104 54:52x52 85:26x26 104:13x13 for 416 + +[convolutional] +batch_normalize=1 +filters=32 +size=3 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=32 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-7 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-10 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-28 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-28 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=1024 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-16 + +[convolutional] +batch_normalize=1 +filters=1024 +size=1 +stride=1 +pad=1 +activation=mish + +########################## + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +### SPP ### +[maxpool] +stride=1 +size=5 + +[route] +layers=-2 + +[maxpool] +stride=1 +size=9 + +[route] +layers=-4 + +[maxpool] +stride=1 +size=13 + +[route] +layers=-1,-3,-5,-6 +### End SPP ### + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[upsample] +stride=2 + +[route] +layers = 85 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[route] +layers = -1, -3 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[upsample] +stride=2 + +[route] +layers = 54 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[route] +layers = -1, -3 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +########################## + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 0,1,2 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +scale_x_y = 1.2 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 + + +[route] +layers = -4 + +[convolutional] +batch_normalize=1 +size=3 +stride=2 +pad=1 +filters=256 +activation=leaky + +[route] +layers = -1, -16 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 3,4,5 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +scale_x_y = 1.1 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 + + +[route] +layers = -4 + +[convolutional] +batch_normalize=1 +size=3 +stride=2 +pad=1 +filters=512 +activation=leaky + +[route] +layers = -1, -37 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 6,7,8 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +random=1 +scale_x_y = 1.05 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 diff --git a/target/test-classes/yolo/yolov4.cfg b/target/test-classes/yolo/yolov4.cfg new file mode 100644 index 0000000000000000000000000000000000000000..2985a313f610e032732e388ca6d0a7729ae7f267 --- /dev/null +++ b/target/test-classes/yolo/yolov4.cfg @@ -0,0 +1,1157 @@ +[net] +batch=64 +subdivisions=8 +# Training +#width=512 +#height=512 +width=608 +height=608 +channels=3 +momentum=0.949 +decay=0.0005 +angle=0 +saturation = 1.5 +exposure = 1.5 +hue=.1 + +learning_rate=0.0013 +burn_in=1000 +max_batches = 500500 +policy=steps +steps=400000,450000 +scales=.1,.1 + +#cutmix=1 +mosaic=1 + +#:104x104 54:52x52 85:26x26 104:13x13 for 416 + +[convolutional] +batch_normalize=1 +filters=32 +size=3 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=32 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-7 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=64 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=64 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-10 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=128 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-28 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=256 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-28 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +# Downsample + +[convolutional] +batch_normalize=1 +filters=1024 +size=3 +stride=2 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -2 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[convolutional] +batch_normalize=1 +filters=512 +size=3 +stride=1 +pad=1 +activation=mish + +[shortcut] +from=-3 +activation=linear + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=mish + +[route] +layers = -1,-16 + +[convolutional] +batch_normalize=1 +filters=1024 +size=1 +stride=1 +pad=1 +activation=mish + +########################## + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +### SPP ### +[maxpool] +stride=1 +size=5 + +[route] +layers=-2 + +[maxpool] +stride=1 +size=9 + +[route] +layers=-4 + +[maxpool] +stride=1 +size=13 + +[route] +layers=-1,-3,-5,-6 +### End SPP ### + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[upsample] +stride=2 + +[route] +layers = 85 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[route] +layers = -1, -3 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[upsample] +stride=2 + +[route] +layers = 54 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[route] +layers = -1, -3 + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=128 +size=1 +stride=1 +pad=1 +activation=leaky + +########################## + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=256 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 0,1,2 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +scale_x_y = 1.2 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 + + +[route] +layers = -4 + +[convolutional] +batch_normalize=1 +size=3 +stride=2 +pad=1 +filters=256 +activation=leaky + +[route] +layers = -1, -16 + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=256 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=512 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 3,4,5 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +scale_x_y = 1.1 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 + + +[route] +layers = -4 + +[convolutional] +batch_normalize=1 +size=3 +stride=2 +pad=1 +filters=512 +activation=leaky + +[route] +layers = -1, -37 + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +batch_normalize=1 +filters=512 +size=1 +stride=1 +pad=1 +activation=leaky + +[convolutional] +batch_normalize=1 +size=3 +stride=1 +pad=1 +filters=1024 +activation=leaky + +[convolutional] +size=1 +stride=1 +pad=1 +filters=255 +activation=linear + + +[yolo] +mask = 6,7,8 +anchors = 12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401 +classes=80 +num=9 +jitter=.3 +ignore_thresh = .7 +truth_thresh = 1 +random=1 +scale_x_y = 1.05 +iou_thresh=0.213 +cls_normalizer=1.0 +iou_normalizer=0.07 +iou_loss=ciou +nms_kind=greedynms +beta_nms=0.6 +max_delta=5 diff --git a/target/test-classes/yolo/yolov4.weights b/target/test-classes/yolo/yolov4.weights new file mode 100644 index 0000000000000000000000000000000000000000..921f4406ecaa54a53031dd695e7bcd96f5dd9be2 Binary files /dev/null and b/target/test-classes/yolo/yolov4.weights differ