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50,700
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/squares/SquaresIntoRegularClusters.java
SquaresIntoRegularClusters.areMiddlePointsClose
boolean areMiddlePointsClose( Point2D_F64 p0 , Point2D_F64 p1 , Point2D_F64 p2 , Point2D_F64 p3 ) { UtilLine2D_F64.convert(p0,p3,line); // (computed expected length of a square) * (fractional tolerance) double tol1 = p0.distance(p1)*distanceTol; // see if inner points are close to the line if(Distance2D_F64...
java
boolean areMiddlePointsClose( Point2D_F64 p0 , Point2D_F64 p1 , Point2D_F64 p2 , Point2D_F64 p3 ) { UtilLine2D_F64.convert(p0,p3,line); // (computed expected length of a square) * (fractional tolerance) double tol1 = p0.distance(p1)*distanceTol; // see if inner points are close to the line if(Distance2D_F64...
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Returns true if point p1 and p2 are close to the line defined by points p0 and p3.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/squares/SquaresIntoRegularClusters.java#L204-L230
50,701
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java
VisOdomDualTrackPnP.process
public boolean process( T left , T right ) { // System.out.println("----------- Process --------------"); this.inputLeft = left; this.inputRight = right; tick++; trackerLeft.process(left); trackerRight.process(right); if( first ) { addNewTracks(); first = false; } else { mutualTrackDrop(); ...
java
public boolean process( T left , T right ) { // System.out.println("----------- Process --------------"); this.inputLeft = left; this.inputRight = right; tick++; trackerLeft.process(left); trackerRight.process(right); if( first ) { addNewTracks(); first = false; } else { mutualTrackDrop(); ...
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Updates motion estimate using the stereo pair. @param left Image from left camera @param right Image from right camera @return true if motion estimate was updated and false if not
[ "Updates", "motion", "estimate", "using", "the", "stereo", "pair", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java#L181-L214
50,702
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java
VisOdomDualTrackPnP.refineMotionEstimate
private void refineMotionEstimate() { // use observations from the inlier set List<Stereo2D3D> data = new ArrayList<>(); int N = matcher.getMatchSet().size(); for( int i = 0; i < N; i++ ) { int index = matcher.getInputIndex(i); PointTrack l = candidates.get(index); LeftTrackInfo info = l.getCookie()...
java
private void refineMotionEstimate() { // use observations from the inlier set List<Stereo2D3D> data = new ArrayList<>(); int N = matcher.getMatchSet().size(); for( int i = 0; i < N; i++ ) { int index = matcher.getInputIndex(i); PointTrack l = candidates.get(index); LeftTrackInfo info = l.getCookie()...
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Non-linear refinement of motion estimate
[ "Non", "-", "linear", "refinement", "of", "motion", "estimate" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java#L219-L246
50,703
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java
VisOdomDualTrackPnP.estimateMotion
private boolean estimateMotion() { // organize the data List<Stereo2D3D> data = new ArrayList<>(); for( PointTrack l : candidates ) { LeftTrackInfo info = l.getCookie(); PointTrack r = info.right; Stereo2D3D stereo = info.location; // compute normalized image coordinate for track in left and right i...
java
private boolean estimateMotion() { // organize the data List<Stereo2D3D> data = new ArrayList<>(); for( PointTrack l : candidates ) { LeftTrackInfo info = l.getCookie(); PointTrack r = info.right; Stereo2D3D stereo = info.location; // compute normalized image coordinate for track in left and right i...
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Given the set of active tracks, estimate the cameras motion robustly @return
[ "Given", "the", "set", "of", "active", "tracks", "estimate", "the", "cameras", "motion", "robustly" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java#L252-L286
50,704
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java
VisOdomDualTrackPnP.mutualTrackDrop
private void mutualTrackDrop() { for( PointTrack t : trackerLeft.getDroppedTracks(null) ) { LeftTrackInfo info = t.getCookie(); trackerRight.dropTrack(info.right); } for( PointTrack t : trackerRight.getDroppedTracks(null) ) { RightTrackInfo info = t.getCookie(); // a track could be dropped twice here,...
java
private void mutualTrackDrop() { for( PointTrack t : trackerLeft.getDroppedTracks(null) ) { LeftTrackInfo info = t.getCookie(); trackerRight.dropTrack(info.right); } for( PointTrack t : trackerRight.getDroppedTracks(null) ) { RightTrackInfo info = t.getCookie(); // a track could be dropped twice here,...
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If a track was dropped in one image make sure it was dropped in the other image
[ "If", "a", "track", "was", "dropped", "in", "one", "image", "make", "sure", "it", "was", "dropped", "in", "the", "other", "image" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java#L291-L301
50,705
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java
VisOdomDualTrackPnP.selectCandidateTracks
private void selectCandidateTracks() { // mark tracks in right frame that are active List<PointTrack> activeRight = trackerRight.getActiveTracks(null); for( PointTrack t : activeRight ) { RightTrackInfo info = t.getCookie(); info.lastActiveList = tick; } int mutualActive = 0; List<PointTrack> activeL...
java
private void selectCandidateTracks() { // mark tracks in right frame that are active List<PointTrack> activeRight = trackerRight.getActiveTracks(null); for( PointTrack t : activeRight ) { RightTrackInfo info = t.getCookie(); info.lastActiveList = tick; } int mutualActive = 0; List<PointTrack> activeL...
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Searches for tracks which are active and meet the epipolar constraints
[ "Searches", "for", "tracks", "which", "are", "active", "and", "meet", "the", "epipolar", "constraints" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java#L307-L344
50,706
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java
VisOdomDualTrackPnP.addNewTracks
private void addNewTracks() { trackerLeft.spawnTracks(); trackerRight.spawnTracks(); List<PointTrack> newLeft = trackerLeft.getNewTracks(null); List<PointTrack> newRight = trackerRight.getNewTracks(null); // get a list of new tracks and their descriptions addNewToList(inputLeft, newLeft, pointsLeft, descL...
java
private void addNewTracks() { trackerLeft.spawnTracks(); trackerRight.spawnTracks(); List<PointTrack> newLeft = trackerLeft.getNewTracks(null); List<PointTrack> newRight = trackerRight.getNewTracks(null); // get a list of new tracks and their descriptions addNewToList(inputLeft, newLeft, pointsLeft, descL...
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Spawns tracks in each image and associates features together.
[ "Spawns", "tracks", "in", "each", "image", "and", "associates", "features", "together", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomDualTrackPnP.java#L392-L480
50,707
lessthanoptimal/BoofCV
examples/src/main/java/boofcv/examples/imageprocessing/ExampleImageConvert.java
ExampleImageConvert.createImages
public void createImages() { image = UtilImageIO.loadImage(UtilIO.pathExample("standard/barbara.jpg")); gray = ConvertBufferedImage.convertFromSingle(image, null, GrayU8.class); derivX = GeneralizedImageOps.createSingleBand(GrayS16.class, gray.getWidth(), gray.getHeight()); derivY = GeneralizedImageOps.createS...
java
public void createImages() { image = UtilImageIO.loadImage(UtilIO.pathExample("standard/barbara.jpg")); gray = ConvertBufferedImage.convertFromSingle(image, null, GrayU8.class); derivX = GeneralizedImageOps.createSingleBand(GrayS16.class, gray.getWidth(), gray.getHeight()); derivY = GeneralizedImageOps.createS...
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Load and generate images
[ "Load", "and", "generate", "images" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/examples/src/main/java/boofcv/examples/imageprocessing/ExampleImageConvert.java#L98-L106
50,708
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.fillRectangle
public static void fillRectangle(InterleavedS32 img, int value, int x0, int y0, int width, int height) { int x1 = x0 + width; int y1 = y0 + height; if( x0 < 0 ) x0 = 0; if( x1 > img.width ) x1 = img.width; if( y0 < 0 ) y0 = 0; if( y1 > img.height ) y1 = img.height; int length = (x1-x0)*img.numBands; for (...
java
public static void fillRectangle(InterleavedS32 img, int value, int x0, int y0, int width, int height) { int x1 = x0 + width; int y1 = y0 + height; if( x0 < 0 ) x0 = 0; if( x1 > img.width ) x1 = img.width; if( y0 < 0 ) y0 = 0; if( y1 > img.height ) y1 = img.height; int length = (x1-x0)*img.numBands; for (...
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Draws a filled rectangle that is aligned along the image axis inside the image. All bands are filled with the same value. @param img Image the rectangle is drawn in. Modified @param value Value of the rectangle @param x0 Top left x-coordinate @param y0 Top left y-coordinate @param width Rectangle width @param height...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L1355-L1370
50,709
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.flipVertical
public static void flipVertical( GrayS32 input ) { int h2 = input.height/2; for( int y = 0; y < h2; y++ ) { int index1 = input.getStartIndex() + y * input.getStride(); int index2 = input.getStartIndex() + (input.height - y - 1) * input.getStride(); int end = index1 + input.width; while( index1 < end ...
java
public static void flipVertical( GrayS32 input ) { int h2 = input.height/2; for( int y = 0; y < h2; y++ ) { int index1 = input.getStartIndex() + y * input.getStride(); int index2 = input.getStartIndex() + (input.height - y - 1) * input.getStride(); int end = index1 + input.width; while( index1 < end ...
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Flips the image from top to bottom
[ "Flips", "the", "image", "from", "top", "to", "bottom" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L1471-L1486
50,710
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.flipHorizontal
public static void flipHorizontal( GrayS32 input ) { int w2 = input.width/2; for( int y = 0; y < input.height; y++ ) { int index1 = input.getStartIndex() + y * input.getStride(); int index2 = index1 + input.width-1; int end = index1 + w2; while( index1 < end ) { int tmp = input.data[index1]; ...
java
public static void flipHorizontal( GrayS32 input ) { int w2 = input.width/2; for( int y = 0; y < input.height; y++ ) { int index1 = input.getStartIndex() + y * input.getStride(); int index2 = index1 + input.width-1; int end = index1 + w2; while( index1 < end ) { int tmp = input.data[index1]; ...
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Flips the image from left to right
[ "Flips", "the", "image", "from", "left", "to", "right" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L1491-L1506
50,711
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.rotateCCW
public static void rotateCCW( GrayS64 image ) { if( image.width != image.height ) throw new IllegalArgumentException("Image must be square"); int w = image.height/2 + image.height%2; int h = image.height/2; for( int y0 = 0; y0 < h; y0++ ) { int y1 = image.height-y0-1; for( int x0 = 0; x0 < w; x0++ )...
java
public static void rotateCCW( GrayS64 image ) { if( image.width != image.height ) throw new IllegalArgumentException("Image must be square"); int w = image.height/2 + image.height%2; int h = image.height/2; for( int y0 = 0; y0 < h; y0++ ) { int y1 = image.height-y0-1; for( int x0 = 0; x0 < w; x0++ )...
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In-place 90 degree image rotation in the counter-clockwise direction. Only works on square images.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L2121-L2147
50,712
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.rotateCCW
public static void rotateCCW( GrayS64 input , GrayS64 output ) { if( input.width != output.height || input.height != output.width ) throw new IllegalArgumentException("Incompatible shapes"); int w = input.width-1; for( int y = 0; y < input.height; y++ ) { int indexIn = input.startIndex + y*input.stride; ...
java
public static void rotateCCW( GrayS64 input , GrayS64 output ) { if( input.width != output.height || input.height != output.width ) throw new IllegalArgumentException("Incompatible shapes"); int w = input.width-1; for( int y = 0; y < input.height; y++ ) { int indexIn = input.startIndex + y*input.stride; ...
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Rotates the image 90 degrees in the counter-clockwise direction.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L2152-L2164
50,713
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.fillBand
public static void fillBand(InterleavedF64 input, int band , double value) { final int numBands = input.numBands; for (int y = 0; y < input.height; y++) { int index = input.getStartIndex() + y * input.getStride() + band; int end = index + input.width*numBands - band; for (; index < end; index += numBands ...
java
public static void fillBand(InterleavedF64 input, int band , double value) { final int numBands = input.numBands; for (int y = 0; y < input.height; y++) { int index = input.getStartIndex() + y * input.getStride() + band; int end = index + input.width*numBands - band; for (; index < end; index += numBands ...
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Fills one band in the image with the specified value @param input An image. @param band Which band is to be filled with the specified value @param value The value that the image is being filled with.
[ "Fills", "one", "band", "in", "the", "image", "with", "the", "specified", "value" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L2847-L2857
50,714
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.fillBorder
public static void fillBorder(GrayF64 input, double value, int radius ) { // top and bottom for (int y = 0; y < radius; y++) { int indexTop = input.startIndex + y * input.stride; int indexBottom = input.startIndex + (input.height-y-1) * input.stride; for (int x = 0; x < input.width; x++) { input.data[...
java
public static void fillBorder(GrayF64 input, double value, int radius ) { // top and bottom for (int y = 0; y < radius; y++) { int indexTop = input.startIndex + y * input.stride; int indexBottom = input.startIndex + (input.height-y-1) * input.stride; for (int x = 0; x < input.width; x++) { input.data[...
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Fills the outside border with the specified value @param input An image. @param value The value that the image is being filled with. @param radius Border width.
[ "Fills", "the", "outside", "border", "with", "the", "specified", "value" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L2906-L2932
50,715
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java
ImageMiscOps.fillRectangle
public static void fillRectangle(GrayF64 img, double value, int x0, int y0, int width, int height) { int x1 = x0 + width; int y1 = y0 + height; if( x0 < 0 ) x0 = 0; if( x1 > img.width ) x1 = img.width; if( y0 < 0 ) y0 = 0; if( y1 > img.height ) y1 = img.height; for (int y = y0; y < y1; y++) { for (int x ...
java
public static void fillRectangle(GrayF64 img, double value, int x0, int y0, int width, int height) { int x1 = x0 + width; int y1 = y0 + height; if( x0 < 0 ) x0 = 0; if( x1 > img.width ) x1 = img.width; if( y0 < 0 ) y0 = 0; if( y1 > img.height ) y1 = img.height; for (int y = y0; y < y1; y++) { for (int x ...
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Draws a filled rectangle that is aligned along the image axis inside the image. @param img Image the rectangle is drawn in. Modified @param value Value of the rectangle @param x0 Top left x-coordinate @param y0 Top left y-coordinate @param width Rectangle width @param height Rectangle height
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/ImageMiscOps.java#L2944-L2956
50,716
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/distort/LensDistortionOps_F32.java
LensDistortionOps_F32.boundBoxInside
public static RectangleLength2D_F32 boundBoxInside(int srcWidth, int srcHeight, PixelTransform<Point2D_F32> transform, Point2D_F32 work ) { List<Point2D_F32> points = computeBoundingPoints(srcWidth, srcHeight, transform, work); Point2D_F32 center = new Point2D_F32(); UtilPoint2D_F...
java
public static RectangleLength2D_F32 boundBoxInside(int srcWidth, int srcHeight, PixelTransform<Point2D_F32> transform, Point2D_F32 work ) { List<Point2D_F32> points = computeBoundingPoints(srcWidth, srcHeight, transform, work); Point2D_F32 center = new Point2D_F32(); UtilPoint2D_F...
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Ensures that the entire box will be inside @param srcWidth Width of the source image @param srcHeight Height of the source image @param transform Transform being applied to the image @return Bounding box
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/distort/LensDistortionOps_F32.java#L140-L201
50,717
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java
TrackerMeanShiftComaniciu2003.initialize
public void initialize( T image , RectangleRotate_F32 initial ) { this.region.set(initial); calcHistogram.computeHistogram(image,initial); System.arraycopy(calcHistogram.getHistogram(),0,keyHistogram,0,keyHistogram.length); this.minimumWidth = initial.width*minimumSizeRatio; }
java
public void initialize( T image , RectangleRotate_F32 initial ) { this.region.set(initial); calcHistogram.computeHistogram(image,initial); System.arraycopy(calcHistogram.getHistogram(),0,keyHistogram,0,keyHistogram.length); this.minimumWidth = initial.width*minimumSizeRatio; }
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Specifies the initial image to learn the target description @param image Image @param initial Initial image which contains the target
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java#L141-L147
50,718
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java
TrackerMeanShiftComaniciu2003.track
public void track( T image ) { // configure the different regions based on size region0.set( region ); region1.set( region ); region2.set( region ); region0.width *= 1-scaleChange; region0.height *= 1-scaleChange; region2.width *= 1+scaleChange; region2.height *= 1+scaleChange; // distance from h...
java
public void track( T image ) { // configure the different regions based on size region0.set( region ); region1.set( region ); region2.set( region ); region0.width *= 1-scaleChange; region0.height *= 1-scaleChange; region2.width *= 1+scaleChange; region2.height *= 1+scaleChange; // distance from h...
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Searches for the target in the most recent image. @param image Most recent image in the sequence
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java#L162-L219
50,719
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java
TrackerMeanShiftComaniciu2003.selectBest
private int selectBest( double a , double b , double c ) { if( a < b ) { if( a < c ) return 0; else return 2; } else if( b <= c ) { return 1; } else { return 2; } }
java
private int selectBest( double a , double b , double c ) { if( a < b ) { if( a < c ) return 0; else return 2; } else if( b <= c ) { return 1; } else { return 2; } }
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Given the 3 scores return the index of the best
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java#L224-L235
50,720
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java
TrackerMeanShiftComaniciu2003.updateLocation
protected void updateLocation( T image , RectangleRotate_F32 region ) { double bestHistScore = Double.MAX_VALUE; float bestX = -1, bestY = -1; for( int i = 0; i < maxIterations; i++ ) { calcHistogram.computeHistogram(image,region); float histogram[] = calcHistogram.getHistogram(); updateWeights(histog...
java
protected void updateLocation( T image , RectangleRotate_F32 region ) { double bestHistScore = Double.MAX_VALUE; float bestX = -1, bestY = -1; for( int i = 0; i < maxIterations; i++ ) { calcHistogram.computeHistogram(image,region); float histogram[] = calcHistogram.getHistogram(); updateWeights(histog...
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Updates the region's location using the standard mean-shift algorithm
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java#L240-L303
50,721
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java
TrackerMeanShiftComaniciu2003.updateWeights
private void updateWeights(float[] histogram) { for( int j = 0; j < weightHistogram.length; j++ ) { float h = histogram[j]; if( h != 0 ) { weightHistogram[j] = (float)Math.sqrt(keyHistogram[j]/h); } } }
java
private void updateWeights(float[] histogram) { for( int j = 0; j < weightHistogram.length; j++ ) { float h = histogram[j]; if( h != 0 ) { weightHistogram[j] = (float)Math.sqrt(keyHistogram[j]/h); } } }
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Update the weights for each element in the histogram. Weights are used to favor colors which are less than expected.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java#L309-L316
50,722
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java
TrackerMeanShiftComaniciu2003.distanceHistogram
protected double distanceHistogram(float histogramA[], float histogramB[]) { double sumP = 0; for( int i = 0; i < histogramA.length; i++ ) { float q = histogramA[i]; float p = histogramB[i]; sumP += Math.abs(q-p); } return sumP; }
java
protected double distanceHistogram(float histogramA[], float histogramB[]) { double sumP = 0; for( int i = 0; i < histogramA.length; i++ ) { float q = histogramA[i]; float p = histogramB[i]; sumP += Math.abs(q-p); } return sumP; }
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Computes the difference between two histograms using SAD. This is a change from the paper, which uses Bhattacharyya. Bhattacharyya could give poor performance even with perfect data since two errors can cancel each other out. For example, part of the histogram is too small and another part is too large.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/meanshift/TrackerMeanShiftComaniciu2003.java#L325-L333
50,723
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSift.java
DescribePointSift.setImageGradient
public void setImageGradient(Deriv derivX , Deriv derivY ) { this.imageDerivX.wrap(derivX); this.imageDerivY.wrap(derivY); }
java
public void setImageGradient(Deriv derivX , Deriv derivY ) { this.imageDerivX.wrap(derivX); this.imageDerivY.wrap(derivY); }
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Sets the image spacial derivatives. These should be computed from an image at the appropriate scale in scale-space. @param derivX x-derivative of input image @param derivY y-derivative of input image
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSift.java#L91-L94
50,724
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSift.java
DescribePointSift.process
public void process( double c_x , double c_y , double sigma , double orientation , TupleDesc_F64 descriptor ) { descriptor.fill(0); computeRawDescriptor(c_x, c_y, sigma, orientation, descriptor); normalizeDescriptor(descriptor,maxDescriptorElementValue); }
java
public void process( double c_x , double c_y , double sigma , double orientation , TupleDesc_F64 descriptor ) { descriptor.fill(0); computeRawDescriptor(c_x, c_y, sigma, orientation, descriptor); normalizeDescriptor(descriptor,maxDescriptorElementValue); }
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Computes the SIFT descriptor for the specified key point @param c_x center of key point. x-axis @param c_y center of key point. y-axis @param sigma Computed sigma in scale-space for this point @param orientation Orientation of keypoint in radians @param descriptor (output) Storage for computed descriptor. Make sure...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSift.java#L105-L112
50,725
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSift.java
DescribePointSift.computeRawDescriptor
void computeRawDescriptor(double c_x, double c_y, double sigma, double orientation, TupleDesc_F64 descriptor) { double c = Math.cos(orientation); double s = Math.sin(orientation); float fwidthSubregion = widthSubregion; int sampleWidth = widthGrid*widthSubregion; double sampleRadius = sampleWidth/2; doubl...
java
void computeRawDescriptor(double c_x, double c_y, double sigma, double orientation, TupleDesc_F64 descriptor) { double c = Math.cos(orientation); double s = Math.sin(orientation); float fwidthSubregion = widthSubregion; int sampleWidth = widthGrid*widthSubregion; double sampleRadius = sampleWidth/2; doubl...
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Computes the descriptor by sampling the input image. This is raw because the descriptor hasn't been massaged yet.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSift.java#L118-L165
50,726
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribeSiftCommon.java
DescribeSiftCommon.normalizeDescriptor
public static void normalizeDescriptor(TupleDesc_F64 descriptor , double maxDescriptorElementValue ) { // normalize descriptor to unit length UtilFeature.normalizeL2(descriptor); // clip the values for (int i = 0; i < descriptor.size(); i++) { double value = descriptor.value[i]; if( value > maxDescriptor...
java
public static void normalizeDescriptor(TupleDesc_F64 descriptor , double maxDescriptorElementValue ) { // normalize descriptor to unit length UtilFeature.normalizeL2(descriptor); // clip the values for (int i = 0; i < descriptor.size(); i++) { double value = descriptor.value[i]; if( value > maxDescriptor...
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Adjusts the descriptor. This adds lighting invariance and reduces the affects of none-affine changes in lighting. 1) Apply L2 normalization 2) Clip using max descriptor value 3) Apply L2 normalization again
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribeSiftCommon.java#L84-L98
50,727
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribeSiftCommon.java
DescribeSiftCommon.createGaussianWeightKernel
protected static float[] createGaussianWeightKernel( double sigma , int radius ) { Kernel2D_F32 ker = FactoryKernelGaussian.gaussian2D_F32(sigma,radius,false,false); float maxValue = KernelMath.maxAbs(ker.data,4*radius*radius); KernelMath.divide(ker,maxValue); return ker.data; }
java
protected static float[] createGaussianWeightKernel( double sigma , int radius ) { Kernel2D_F32 ker = FactoryKernelGaussian.gaussian2D_F32(sigma,radius,false,false); float maxValue = KernelMath.maxAbs(ker.data,4*radius*radius); KernelMath.divide(ker,maxValue); return ker.data; }
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Creates a gaussian weighting kernel with an even number of elements along its width
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribeSiftCommon.java#L103-L108
50,728
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribeSiftCommon.java
DescribeSiftCommon.trilinearInterpolation
protected void trilinearInterpolation( float weight , float sampleX , float sampleY , double angle , TupleDesc_F64 descriptor ) { for (int i = 0; i < widthGrid; i++) { double weightGridY = 1.0 - Math.abs(sampleY-i); if( weightGridY <= 0) continue; for (int j = 0; j < widthGrid; j++) { double weightGridX...
java
protected void trilinearInterpolation( float weight , float sampleX , float sampleY , double angle , TupleDesc_F64 descriptor ) { for (int i = 0; i < widthGrid; i++) { double weightGridY = 1.0 - Math.abs(sampleY-i); if( weightGridY <= 0) continue; for (int j = 0; j < widthGrid; j++) { double weightGridX...
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Applies trilinear interpolation across the descriptor
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribeSiftCommon.java#L113-L131
50,729
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeCodeWordLocations.java
QrCodeCodeWordLocations.computeFeatureMask
private void computeFeatureMask(int numModules, int[] alignment, boolean hasVersion) { // mark alignment patterns + format info markSquare(0,0,9); markRectangle(numModules-8,0,9,8); markRectangle(0,numModules-8,8,9); // timing pattern markRectangle(8,6,1,numModules-8-8); markRectangle(6,8,numModules-8-8,...
java
private void computeFeatureMask(int numModules, int[] alignment, boolean hasVersion) { // mark alignment patterns + format info markSquare(0,0,9); markRectangle(numModules-8,0,9,8); markRectangle(0,numModules-8,8,9); // timing pattern markRectangle(8,6,1,numModules-8-8); markRectangle(6,8,numModules-8-8,...
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Blocks out the location of features in the image. Needed for codeworld location extraction @param numModules @param alignment @param hasVersion
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeCodeWordLocations.java#L54-L86
50,730
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeCodeWordLocations.java
QrCodeCodeWordLocations.computeBitLocations
private void computeBitLocations() { int N = numRows; int row = N-1; int col = N-1; int direction = -1; while (col > 0) { if (col == 6) col -= 1; if (!get(row,col)) { bits.add( new Point2D_I32(col,row)); } if (!get(row,col-1)) { bits.add( new Point2D_I32(col-1,row)); } row += ...
java
private void computeBitLocations() { int N = numRows; int row = N-1; int col = N-1; int direction = -1; while (col > 0) { if (col == 6) col -= 1; if (!get(row,col)) { bits.add( new Point2D_I32(col,row)); } if (!get(row,col-1)) { bits.add( new Point2D_I32(col-1,row)); } row += ...
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Snakes through and specifies the location of each bit for all the code words in the grid.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeCodeWordLocations.java#L107-L132
50,731
lessthanoptimal/BoofCV
integration/boofcv-swing/src/main/java/boofcv/gui/feature/VisualizeShapes.java
VisualizeShapes.drawRectangle
public static void drawRectangle( Rectangle2D_I32 rect , Graphics2D g2 ) { g2.drawLine(rect.x0, rect.y0, rect.x1, rect.y0); g2.drawLine(rect.x1, rect.y0, rect.x1, rect.y1); g2.drawLine(rect.x0, rect.y1, rect.x1, rect.y1); g2.drawLine(rect.x0, rect.y1, rect.x0, rect.y0); }
java
public static void drawRectangle( Rectangle2D_I32 rect , Graphics2D g2 ) { g2.drawLine(rect.x0, rect.y0, rect.x1, rect.y0); g2.drawLine(rect.x1, rect.y0, rect.x1, rect.y1); g2.drawLine(rect.x0, rect.y1, rect.x1, rect.y1); g2.drawLine(rect.x0, rect.y1, rect.x0, rect.y0); }
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Draws an axis aligned rectangle @param rect Rectangle @param g2 Graphics object
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/integration/boofcv-swing/src/main/java/boofcv/gui/feature/VisualizeShapes.java#L335-L340
50,732
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactorySteerCoefficients.java
FactorySteerCoefficients.polynomial
public static SteerableCoefficients polynomial( int order ) { if( order == 1 ) return new PolyOrder1(); else if( order == 2 ) return new PolyOrder2(); else if( order == 3 ) return new PolyOrder3(); else if( order == 4 ) return new PolyOrder4(); else throw new IllegalArgumentException("Only supp...
java
public static SteerableCoefficients polynomial( int order ) { if( order == 1 ) return new PolyOrder1(); else if( order == 2 ) return new PolyOrder2(); else if( order == 3 ) return new PolyOrder3(); else if( order == 4 ) return new PolyOrder4(); else throw new IllegalArgumentException("Only supp...
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Coefficients for even or odd parity polynomials. @param order order of the polynomial. @return Steering coeficient.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactorySteerCoefficients.java#L46-L57
50,733
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/associate/AssociateThreeByPairs.java
AssociateThreeByPairs.pruneMatches
private void pruneMatches() { int index = 0; while( index < matches.size ) { AssociatedTripleIndex a = matches.get(index); // not matched. Remove it from the list by copying that last element over it if( a.c == -1 ) { a.set(matches.get(matches.size-1)); matches.size--; } else { index++; }...
java
private void pruneMatches() { int index = 0; while( index < matches.size ) { AssociatedTripleIndex a = matches.get(index); // not matched. Remove it from the list by copying that last element over it if( a.c == -1 ) { a.set(matches.get(matches.size-1)); matches.size--; } else { index++; }...
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Removes by swapping all elements with a 'c' index of -1
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/associate/AssociateThreeByPairs.java#L151-L163
50,734
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/geo/pose/Relinearlize.java
Relinearlize.setNumberControl
public void setNumberControl( int numControl ) { this.numControl = numControl; if( numControl == 4 ) { x0.reshape(10,1,false); AA.reshape(10,9,false); yy.reshape(10,1,false); xx.reshape(9,1,false); numNull = 3; } else { x0.reshape(6,1,false); AA.reshape(4,2,false); yy.reshape(4,1,false); ...
java
public void setNumberControl( int numControl ) { this.numControl = numControl; if( numControl == 4 ) { x0.reshape(10,1,false); AA.reshape(10,9,false); yy.reshape(10,1,false); xx.reshape(9,1,false); numNull = 3; } else { x0.reshape(6,1,false); AA.reshape(4,2,false); yy.reshape(4,1,false); ...
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Specified the number of control points. @param numControl 3 = planar, 4 = general
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/geo/pose/Relinearlize.java#L78-L101
50,735
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/geo/pose/Relinearlize.java
Relinearlize.process
public void process( DMatrixRMaj L_full , DMatrixRMaj y , double betas[] ) { svd.decompose(L_full); // extract null space V = svd.getV(null,true); // compute one possible solution pseudo.setA(L_full); pseudo.solve(y,x0); // add additional constraints to reduce the number of possible solutions DMatri...
java
public void process( DMatrixRMaj L_full , DMatrixRMaj y , double betas[] ) { svd.decompose(L_full); // extract null space V = svd.getV(null,true); // compute one possible solution pseudo.setA(L_full); pseudo.solve(y,x0); // add additional constraints to reduce the number of possible solutions DMatri...
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Estimates betas using relinearization. @param L_full Linear constraint matrix @param y distances between world control points @param betas Estimated betas. Output.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/geo/pose/Relinearlize.java#L110-L141
50,736
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/geo/pose/Relinearlize.java
Relinearlize.solveConstraintMatrix
protected DMatrixRMaj solveConstraintMatrix() { int rowAA = 0; for( int i = 0; i < numControl; i++ ) { for( int j = i+1; j < numControl; j++ ) { for( int k = j; k < numControl; k++ , rowAA++ ) { // x_{ii}*x_{jk} = x_{ik}*x_{ji} extractXaXb(getIndex(i, i), getIndex(j, k), XiiXjk); extractXaXb(...
java
protected DMatrixRMaj solveConstraintMatrix() { int rowAA = 0; for( int i = 0; i < numControl; i++ ) { for( int j = i+1; j < numControl; j++ ) { for( int k = j; k < numControl; k++ , rowAA++ ) { // x_{ii}*x_{jk} = x_{ik}*x_{ji} extractXaXb(getIndex(i, i), getIndex(j, k), XiiXjk); extractXaXb(...
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Apply additional constraints to reduce the number of possible solutions x(k) = x_{ij} = bi*bj = x0(k) + a1*V0(k) + a2*V1(k) + a3*V2(k) constraint: x_{ii}*x_{jk} = x_{ik}*x_{ji}
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/geo/pose/Relinearlize.java#L152-L173
50,737
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/ConvertRaster.java
ConvertRaster.orderBandsIntoRGB
public static <T extends ImageGray<T>> void orderBandsIntoRGB(Planar<T> image , BufferedImage input ) { boolean swap = swapBandOrder(input); // Output formats are: RGB and RGBA if( swap ) { if( image.getNumBands() == 3 ) { int bufferedImageType = input.getType(); if( bufferedImageType == BufferedIm...
java
public static <T extends ImageGray<T>> void orderBandsIntoRGB(Planar<T> image , BufferedImage input ) { boolean swap = swapBandOrder(input); // Output formats are: RGB and RGBA if( swap ) { if( image.getNumBands() == 3 ) { int bufferedImageType = input.getType(); if( bufferedImageType == BufferedIm...
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If a Planar was created from a BufferedImage its colors might not be in the expected order. Invoking this function ensures that the image will have the expected ordering. For images with 3 bands it will be RGB and for 4 bands it will be ARGB.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/ConvertRaster.java#L309-L348
50,738
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/ConvertRaster.java
ConvertRaster.isKnownByteFormat
public static boolean isKnownByteFormat( BufferedImage image ) { int type = image.getType(); return type != BufferedImage.TYPE_BYTE_INDEXED && type != BufferedImage.TYPE_BYTE_BINARY && type != BufferedImage.TYPE_CUSTOM; }
java
public static boolean isKnownByteFormat( BufferedImage image ) { int type = image.getType(); return type != BufferedImage.TYPE_BYTE_INDEXED && type != BufferedImage.TYPE_BYTE_BINARY && type != BufferedImage.TYPE_CUSTOM; }
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Checks to see if it is a known byte format
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/ConvertRaster.java#L696-L701
50,739
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.loadImages
public static List<BufferedImage> loadImages( String directory , final String regex ) { List<String> paths = UtilIO.listByRegex(directory,regex); List<BufferedImage> ret = new ArrayList<>(); if( paths.size() == 0 ) return ret; // Sort so that the order is deterministic Collections.sort(paths); for( ...
java
public static List<BufferedImage> loadImages( String directory , final String regex ) { List<String> paths = UtilIO.listByRegex(directory,regex); List<BufferedImage> ret = new ArrayList<>(); if( paths.size() == 0 ) return ret; // Sort so that the order is deterministic Collections.sort(paths); for( ...
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Loads all the image in the specified directory which match the provided regex @param directory File directory @param regex Regex used to match file names @return List of found images.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L60-L79
50,740
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.loadImage
public static BufferedImage loadImage(URL url) { if( url == null ) return null; try { BufferedImage buffered = ImageIO.read(url); if( buffered != null ) return buffered; if( url.getProtocol().equals("file")) { String path = URLDecoder.decode(url.getPath(), "UTF-8"); if( !new File(path).exist...
java
public static BufferedImage loadImage(URL url) { if( url == null ) return null; try { BufferedImage buffered = ImageIO.read(url); if( buffered != null ) return buffered; if( url.getProtocol().equals("file")) { String path = URLDecoder.decode(url.getPath(), "UTF-8"); if( !new File(path).exist...
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A function that load the specified image. If anything goes wrong it returns a null.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L85-L112
50,741
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.loadImage
public static <T extends ImageGray<T>> T loadImage(String fileName, Class<T> imageType ) { BufferedImage img = loadImage(fileName); if( img == null ) return null; return ConvertBufferedImage.convertFromSingle(img, (T) null, imageType); }
java
public static <T extends ImageGray<T>> T loadImage(String fileName, Class<T> imageType ) { BufferedImage img = loadImage(fileName); if( img == null ) return null; return ConvertBufferedImage.convertFromSingle(img, (T) null, imageType); }
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Loads the image and converts into the specified image type. @param fileName Path to image file. @param imageType Type of image that should be returned. @return The image or null if the image could not be loaded.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L121-L127
50,742
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.loadPPM
public static BufferedImage loadPPM( String fileName , BufferedImage storage ) throws IOException { return loadPPM(new FileInputStream(fileName),storage); }
java
public static BufferedImage loadPPM( String fileName , BufferedImage storage ) throws IOException { return loadPPM(new FileInputStream(fileName),storage); }
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Loads a PPM image from a file. @param fileName Location of PPM image @param storage (Optional) Storage for output image. Must be the width and height of the image being read. Better performance of type BufferedImage.TYPE_INT_RGB. If null or width/height incorrect a new image will be declared. @return The read in ima...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L203-L205
50,743
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.loadPGM
public static BufferedImage loadPGM( String fileName , BufferedImage storage ) throws IOException { return loadPGM(new FileInputStream(fileName), storage); }
java
public static BufferedImage loadPGM( String fileName , BufferedImage storage ) throws IOException { return loadPGM(new FileInputStream(fileName), storage); }
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Loads a PGM image from a file. @param fileName Location of PGM image @param storage (Optional) Storage for output image. Must be the width and height of the image being read. Better performance of type BufferedImage.TYPE_BYTE_GRAY. If null or width/height incorrect a new image will be declared. @return The image @th...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L217-L219
50,744
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.savePPM
public static void savePPM(Planar<GrayU8> rgb , String fileName , GrowQueue_I8 temp ) throws IOException { File out = new File(fileName); DataOutputStream os = new DataOutputStream(new FileOutputStream(out)); String header = String.format("P6\n%d %d\n255\n", rgb.width, rgb.height); os.write(header.getBytes());...
java
public static void savePPM(Planar<GrayU8> rgb , String fileName , GrowQueue_I8 temp ) throws IOException { File out = new File(fileName); DataOutputStream os = new DataOutputStream(new FileOutputStream(out)); String header = String.format("P6\n%d %d\n255\n", rgb.width, rgb.height); os.write(header.getBytes());...
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Saves an image in PPM format. @param rgb 3-band RGB image @param fileName Location where the image is to be written to. @param temp (Optional) Used internally to store the image. Can be null. @throws IOException Thrown if there is a problem reading the image
[ "Saves", "an", "image", "in", "PPM", "format", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L462-L491
50,745
lessthanoptimal/BoofCV
main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java
UtilImageIO.savePGM
public static void savePGM(GrayU8 gray , String fileName ) throws IOException { File out = new File(fileName); DataOutputStream os = new DataOutputStream(new FileOutputStream(out)); String header = String.format("P5\n%d %d\n255\n", gray.width, gray.height); os.write(header.getBytes()); os.write(gray.data,0,...
java
public static void savePGM(GrayU8 gray , String fileName ) throws IOException { File out = new File(fileName); DataOutputStream os = new DataOutputStream(new FileOutputStream(out)); String header = String.format("P5\n%d %d\n255\n", gray.width, gray.height); os.write(header.getBytes()); os.write(gray.data,0,...
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Saves an image in PGM format. @param gray Gray scale image @param fileName Location where the image is to be written to. @throws IOException Thrown if there is a problem reading the image
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-io/src/main/java/boofcv/io/image/UtilImageIO.java#L500-L510
50,746
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.gaussian
public static <T extends KernelBase> T gaussian(Class<T> kernelType, double sigma, int radius ) { if (Kernel1D_F32.class == kernelType) { return gaussian(1, true, 32, sigma, radius); } else if (Kernel1D_F64.class == kernelType) { return gaussian(1,true, 64, sigma,radius); } else if (Kernel1D_S32.class == k...
java
public static <T extends KernelBase> T gaussian(Class<T> kernelType, double sigma, int radius ) { if (Kernel1D_F32.class == kernelType) { return gaussian(1, true, 32, sigma, radius); } else if (Kernel1D_F64.class == kernelType) { return gaussian(1,true, 64, sigma,radius); } else if (Kernel1D_S32.class == k...
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Creates a Gaussian kernel of the specified type. @param kernelType The type of kernel which is to be created. @param sigma The distributions stdev. If &le; 0 then the sigma will be computed from the radius. @param radius Number of pixels in the kernel's radius. If &le; 0 then the sigma will be computed from the sigm...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L50-L67
50,747
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.gaussian1D
public static <T extends ImageGray<T>, K extends Kernel1D> K gaussian1D(Class<T> imageType, double sigma, int radius ) { boolean isFloat = GeneralizedImageOps.isFloatingPoint(imageType); int numBits = GeneralizedImageOps.getNumBits(imageType); if( numBits < 32 ) numBits = 32; return gaussian(1,isFloat, num...
java
public static <T extends ImageGray<T>, K extends Kernel1D> K gaussian1D(Class<T> imageType, double sigma, int radius ) { boolean isFloat = GeneralizedImageOps.isFloatingPoint(imageType); int numBits = GeneralizedImageOps.getNumBits(imageType); if( numBits < 32 ) numBits = 32; return gaussian(1,isFloat, num...
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Creates a 1D Gaussian kernel of the specified type. @param imageType The type of image which is to be convolved by this kernel. @param sigma The distributions stdev. If &le; 0 then the sigma will be computed from the radius. @param radius Number of pixels in the kernel's radius. If &le; 0 then the sigma will be comp...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L77-L85
50,748
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.gaussian2D
public static <T extends ImageGray<T>, K extends Kernel2D> K gaussian2D(Class<T> imageType, double sigma, int radius ) { boolean isFloat = GeneralizedImageOps.isFloatingPoint(imageType); int numBits = Math.max(32, GeneralizedImageOps.getNumBits(imageType)); return gaussian(2,isFloat, numBits, sigma,radius); }
java
public static <T extends ImageGray<T>, K extends Kernel2D> K gaussian2D(Class<T> imageType, double sigma, int radius ) { boolean isFloat = GeneralizedImageOps.isFloatingPoint(imageType); int numBits = Math.max(32, GeneralizedImageOps.getNumBits(imageType)); return gaussian(2,isFloat, numBits, sigma,radius); }
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Creates a 2D Gaussian kernel of the specified type. @param imageType The type of image which is to be convolved by this kernel. @param sigma The distributions stdev. If &le; 0 then the sigma will be computed from the radius. @param radius Number of pixels in the kernel's radius. If &le; 0 then the sigma will be comp...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L95-L101
50,749
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.gaussian
public static <T extends KernelBase> T gaussian(int DOF, boolean isFloat, int numBits, double sigma, int radius) { if( radius <= 0 ) radius = FactoryKernelGaussian.radiusForSigma(sigma,0); else if( sigma <= 0 ) sigma = FactoryKernelGaussian.sigmaForRadius(radius,0); if( DOF == 2 ) { if( numBits == 32 )...
java
public static <T extends KernelBase> T gaussian(int DOF, boolean isFloat, int numBits, double sigma, int radius) { if( radius <= 0 ) radius = FactoryKernelGaussian.radiusForSigma(sigma,0); else if( sigma <= 0 ) sigma = FactoryKernelGaussian.sigmaForRadius(radius,0); if( DOF == 2 ) { if( numBits == 32 )...
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Creates a Gaussian kernel with the specified properties. @param DOF 1 for 1D kernel and 2 for 2D kernel. @param isFloat True for F32 kernel and false for I32. @param numBits Number of bits in each data element. 32 or 64 @param sigma The distributions stdev. If &le; 0 then the sigma will be computed from the radius. @...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L120-L159
50,750
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.derivative
public static <T extends Kernel1D> T derivative( int order, boolean isFloat, double sigma, int radius ) { // zero order is a regular gaussian if( order == 0 ) { return gaussian(1,isFloat, 32, sigma,radius); } if( radius <= 0 ) radius = FactoryKernelGaussian.radiusForSigma(sigma,order); e...
java
public static <T extends Kernel1D> T derivative( int order, boolean isFloat, double sigma, int radius ) { // zero order is a regular gaussian if( order == 0 ) { return gaussian(1,isFloat, 32, sigma,radius); } if( radius <= 0 ) radius = FactoryKernelGaussian.radiusForSigma(sigma,order); e...
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Creates a 1D Gaussian kernel with the specified properties. @param order The order of the gaussian derivative. @param isFloat True for F32 kernel and false for I32. @param sigma The distributions stdev. If &le; 0 then the sigma will be computed from the radius. @param radius Number of pixels in the kernel's radius. ...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L187-L206
50,751
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.gaussian2D_F32
public static Kernel2D_F32 gaussian2D_F32(double sigma, int radius, boolean odd, boolean normalize) { Kernel1D_F32 kernel1D = gaussian1D_F32(sigma,radius, odd, false); Kernel2D_F32 ret = KernelMath.convolve2D(kernel1D, kernel1D); if (normalize) { KernelMath.normalizeSumToOne(ret); } return ret; }
java
public static Kernel2D_F32 gaussian2D_F32(double sigma, int radius, boolean odd, boolean normalize) { Kernel1D_F32 kernel1D = gaussian1D_F32(sigma,radius, odd, false); Kernel2D_F32 ret = KernelMath.convolve2D(kernel1D, kernel1D); if (normalize) { KernelMath.normalizeSumToOne(ret); } return ret; }
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Creates a kernel for a 2D convolution. This should only be used for validation purposes. @param sigma Distributions standard deviation. @param radius Kernel's radius. @param odd Does the kernel have an even or add width @param normalize If the kernel should be normalized to one or not.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L269-L278
50,752
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.derivative1D_F32
protected static Kernel1D_F32 derivative1D_F32(int order, double sigma, int radius, boolean normalize) { Kernel1D_F32 ret = new Kernel1D_F32(radius * 2 + 1); float[] gaussian = ret.data; int index = 0; switch( order ) { case 1: for (int i = radius; i >= -radius; i--) { gaussian[index++] = (float) U...
java
protected static Kernel1D_F32 derivative1D_F32(int order, double sigma, int radius, boolean normalize) { Kernel1D_F32 ret = new Kernel1D_F32(radius * 2 + 1); float[] gaussian = ret.data; int index = 0; switch( order ) { case 1: for (int i = radius; i >= -radius; i--) { gaussian[index++] = (float) U...
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Computes the derivative of a Gaussian kernel. @param sigma Distributions standard deviation. @param radius Kernel's radius. @param normalize @return The derivative of the gaussian
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L299-L346
50,753
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java
FactoryKernelGaussian.gaussianWidth
public static Kernel2D_F64 gaussianWidth( double sigma , int width ) { if( sigma <= 0 ) sigma = sigmaForRadius(width/2,0); else if( width <= 0 ) throw new IllegalArgumentException("Must specify the width since it doesn't know if it should be even or odd"); if( width % 2 == 0 ) { int r = width/2-1; K...
java
public static Kernel2D_F64 gaussianWidth( double sigma , int width ) { if( sigma <= 0 ) sigma = sigmaForRadius(width/2,0); else if( width <= 0 ) throw new IllegalArgumentException("Must specify the width since it doesn't know if it should be even or odd"); if( width % 2 == 0 ) { int r = width/2-1; K...
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Create a gaussian kernel based on its width. Supports kernels of even or odd widths . @param sigma Sigma of the Gaussian distribution. If &le; 0 then the width will be used. @param width How wide the kernel is. Can be even or odd. @return Gaussian convolution kernel.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/factory/filter/kernel/FactoryKernelGaussian.java#L386-L416
50,754
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.process
public boolean process(List<AssociatedTriple> associated , int width , int height ) { init(width, height); // Fit a trifocal tensor to the input observations if (!robustFitTrifocal(associated) ) return false; // estimate the scene's structure if( !estimateProjectiveScene()) return false; if( !proje...
java
public boolean process(List<AssociatedTriple> associated , int width , int height ) { init(width, height); // Fit a trifocal tensor to the input observations if (!robustFitTrifocal(associated) ) return false; // estimate the scene's structure if( !estimateProjectiveScene()) return false; if( !proje...
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Determines the metric scene. The principle point is assumed to be zero in the passed in pixel coordinates. Typically this is done by subtracting the image center from each pixel coordinate for each view. @param associated List of associated features from 3 views. pixels @param width width of all images @param height h...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L157-L181
50,755
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.robustFitTrifocal
private boolean robustFitTrifocal(List<AssociatedTriple> associated) { // Fit a trifocal tensor to the observations robustly ransac.process(associated); inliers = ransac.getMatchSet(); TrifocalTensor model = ransac.getModelParameters(); if( verbose != null ) verbose.println("Remaining after RANSAC "+inlie...
java
private boolean robustFitTrifocal(List<AssociatedTriple> associated) { // Fit a trifocal tensor to the observations robustly ransac.process(associated); inliers = ransac.getMatchSet(); TrifocalTensor model = ransac.getModelParameters(); if( verbose != null ) verbose.println("Remaining after RANSAC "+inlie...
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Fits a trifocal tensor to the list of matches features using a robust method
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L195-L213
50,756
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.pruneOutliers
private void pruneOutliers(BundleAdjustment<SceneStructureMetric> bundleAdjustment) { // see if it's configured to not prune if( pruneFraction == 1.0 ) return; PruneStructureFromSceneMetric pruner = new PruneStructureFromSceneMetric(structure,observations); pruner.pruneObservationsByErrorRank(pruneFraction);...
java
private void pruneOutliers(BundleAdjustment<SceneStructureMetric> bundleAdjustment) { // see if it's configured to not prune if( pruneFraction == 1.0 ) return; PruneStructureFromSceneMetric pruner = new PruneStructureFromSceneMetric(structure,observations); pruner.pruneObservationsByErrorRank(pruneFraction);...
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Prunes the features with the largest reprojection error
[ "Prunes", "the", "features", "with", "the", "largest", "reprojection", "error" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L218-L240
50,757
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.estimateProjectiveScene
private boolean estimateProjectiveScene() { List<AssociatedTriple> inliers = ransac.getMatchSet(); TrifocalTensor model = ransac.getModelParameters(); MultiViewOps.extractCameraMatrices(model,P2,P3); // Most of the time this makes little difference, but in some edges cases this enables it to // converge cor...
java
private boolean estimateProjectiveScene() { List<AssociatedTriple> inliers = ransac.getMatchSet(); TrifocalTensor model = ransac.getModelParameters(); MultiViewOps.extractCameraMatrices(model,P2,P3); // Most of the time this makes little difference, but in some edges cases this enables it to // converge cor...
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Estimate the projective scene from the trifocal tensor
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L318-L334
50,758
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.setupMetricBundleAdjustment
private void setupMetricBundleAdjustment(List<AssociatedTriple> inliers) { // Construct bundle adjustment data structure structure = new SceneStructureMetric(false); observations = new SceneObservations(3); structure.initialize(3,3,inliers.size()); for (int i = 0; i < listPinhole.size(); i++) { CameraPinh...
java
private void setupMetricBundleAdjustment(List<AssociatedTriple> inliers) { // Construct bundle adjustment data structure structure = new SceneStructureMetric(false); observations = new SceneObservations(3); structure.initialize(3,3,inliers.size()); for (int i = 0; i < listPinhole.size(); i++) { CameraPinh...
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Using the initial metric reconstruction, provide the initial configurations for bundle adjustment
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L339-L368
50,759
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.checkBehindCamera
private boolean checkBehindCamera(SceneStructureMetric structure ) { int totalBehind = 0; Point3D_F64 X = new Point3D_F64(); for (int i = 0; i < structure.points.length; i++) { structure.points[i].get(X); if( X.z < 0 ) totalBehind++; } if( verbose != null ) { verbose.println("points behind "+to...
java
private boolean checkBehindCamera(SceneStructureMetric structure ) { int totalBehind = 0; Point3D_F64 X = new Point3D_F64(); for (int i = 0; i < structure.points.length; i++) { structure.points[i].get(X); if( X.z < 0 ) totalBehind++; } if( verbose != null ) { verbose.println("points behind "+to...
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Checks to see if a solution was converged to where the points are behind the camera. This is pysically impossible
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L462-L477
50,760
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java
ThreeViewEstimateMetricScene.flipAround
private static void flipAround(SceneStructureMetric structure, SceneObservations observations) { // The first view will be identity for (int i = 1; i < structure.views.length; i++) { Se3_F64 w2v = structure.views[i].worldToView; w2v.set(w2v.invert(null)); } triangulatePoints(structure,observations); }
java
private static void flipAround(SceneStructureMetric structure, SceneObservations observations) { // The first view will be identity for (int i = 1; i < structure.views.length; i++) { Se3_F64 w2v = structure.views[i].worldToView; w2v.set(w2v.invert(null)); } triangulatePoints(structure,observations); }
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Flip the camera pose around. This seems to help it converge to a valid solution if it got it backwards even if it's not technically something which can be inverted this way
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/ThreeViewEstimateMetricScene.java#L483-L490
50,761
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSurfPlanar.java
DescribePointSurfPlanar.setImage
public void setImage( II grayII , Planar<II> colorII ) { InputSanityCheck.checkSameShape(grayII,colorII); if( colorII.getNumBands() != numBands ) throw new IllegalArgumentException("Expected planar images to have " +numBands+" not "+colorII.getNumBands()); this.grayII = grayII; this.colorII = colorII; ...
java
public void setImage( II grayII , Planar<II> colorII ) { InputSanityCheck.checkSameShape(grayII,colorII); if( colorII.getNumBands() != numBands ) throw new IllegalArgumentException("Expected planar images to have " +numBands+" not "+colorII.getNumBands()); this.grayII = grayII; this.colorII = colorII; ...
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Specifies input image shapes. @param grayII integral image of gray scale image @param colorII integral image of color image
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/feature/describe/DescribePointSurfPlanar.java#L87-L95
50,762
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/color/ColorHsv.java
ColorHsv.hsvToRgb
public static void hsvToRgb( double h , double s , double v , double []rgb ) { if( s == 0 ) { rgb[0] = v; rgb[1] = v; rgb[2] = v; return; } h /= d60_F64; int h_int = (int)h; double remainder = h - h_int; double p = v * ( 1 - s ); double q = v * ( 1 - s * remainder ); double t = v * ( 1 - s *...
java
public static void hsvToRgb( double h , double s , double v , double []rgb ) { if( s == 0 ) { rgb[0] = v; rgb[1] = v; rgb[2] = v; return; } h /= d60_F64; int h_int = (int)h; double remainder = h - h_int; double p = v * ( 1 - s ); double q = v * ( 1 - s * remainder ); double t = v * ( 1 - s *...
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Convert HSV color into RGB color @param h Hue [0,2*PI] @param s Saturation [0,1] @param v Value @param rgb (Output) RGB value
[ "Convert", "HSV", "color", "into", "RGB", "color" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/color/ColorHsv.java#L109-L148
50,763
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/overhead/CreateSyntheticOverheadView.java
CreateSyntheticOverheadView.configure
public void configure( CameraPinholeBrown intrinsic , Se3_F64 planeToCamera , double centerX, double centerY, double cellSize , int overheadWidth , int overheadHeight ) { this.overheadWidth = overheadWidth; this.overheadHeight = overheadHeight; Point2Transform2_F64 normToPixel = LensD...
java
public void configure( CameraPinholeBrown intrinsic , Se3_F64 planeToCamera , double centerX, double centerY, double cellSize , int overheadWidth , int overheadHeight ) { this.overheadWidth = overheadWidth; this.overheadHeight = overheadHeight; Point2Transform2_F64 normToPixel = LensD...
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Specifies camera configurations. @param intrinsic Intrinsic camera parameters @param planeToCamera Transform from the plane to the camera. This is the extrinsic parameters. @param centerX X-coordinate of camera center in the overhead image in world units. @param centerY Y-coordinate of camera center in the overhead im...
[ "Specifies", "camera", "configurations", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/overhead/CreateSyntheticOverheadView.java#L81-L133
50,764
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/DetectFiducialSquareGrid.java
DetectFiducialSquareGrid.detect
public boolean detect( T input ) { detections.reset(); detector.process(input); FastQueue<FoundFiducial> found = detector.getFound(); for (int i = 0; i < found.size(); i++) { FoundFiducial fid = found.get(i); int gridIndex = isExpected(fid.id); if( gridIndex >= 0 ) { Detection d = lookupDetect...
java
public boolean detect( T input ) { detections.reset(); detector.process(input); FastQueue<FoundFiducial> found = detector.getFound(); for (int i = 0; i < found.size(); i++) { FoundFiducial fid = found.get(i); int gridIndex = isExpected(fid.id); if( gridIndex >= 0 ) { Detection d = lookupDetect...
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Searches for the fiducial inside the image. If at least a partial match is found true is returned. @param input Input image @return true if at least one of the component fiducials is detected. False otherwise
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/DetectFiducialSquareGrid.java#L87-L113
50,765
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/DetectFiducialSquareGrid.java
DetectFiducialSquareGrid.isExpected
private int isExpected( long found ) { int bestHamming = 2; int bestNumber = -1; for (int i = 0; i < numbers.length; i++) { int hamming = DescriptorDistance.hamming((int)found^(int)numbers[i]); if( hamming < bestHamming ) { bestHamming = hamming; bestNumber = i; } } return bestNumber; }
java
private int isExpected( long found ) { int bestHamming = 2; int bestNumber = -1; for (int i = 0; i < numbers.length; i++) { int hamming = DescriptorDistance.hamming((int)found^(int)numbers[i]); if( hamming < bestHamming ) { bestHamming = hamming; bestNumber = i; } } return bestNumber; }
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Checks to see if the provided ID number is expected or not @param found Fiducial ID number @return true if it's looking for this ID number
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/DetectFiducialSquareGrid.java#L121-L135
50,766
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/DetectFiducialSquareGrid.java
DetectFiducialSquareGrid.lookupDetection
private Detection lookupDetection( long found , int gridIndex) { for (int i = 0; i < detections.size(); i++) { Detection d = detections.get(i); if( d.id == found ) { return d; } } Detection d = detections.grow(); d.reset(); d.id = found; d.gridIndex = gridIndex; return d; }
java
private Detection lookupDetection( long found , int gridIndex) { for (int i = 0; i < detections.size(); i++) { Detection d = detections.get(i); if( d.id == found ) { return d; } } Detection d = detections.grow(); d.reset(); d.id = found; d.gridIndex = gridIndex; return d; }
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Looks up a detection given the fiducial ID number. If not seen before the gridIndex is saved and a new instance returned.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/DetectFiducialSquareGrid.java#L141-L155
50,767
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/filter/binary/LinearContourLabelChang2004.java
LinearContourLabelChang2004.process
public void process(GrayU8 binary , GrayS32 labeled ) { // initialize data structures labeled.reshape(binary.width,binary.height); // ensure that the image border pixels are filled with zero by enlarging the image if( border.width != binary.width+2 || border.height != binary.height+2) { border.reshape(bina...
java
public void process(GrayU8 binary , GrayS32 labeled ) { // initialize data structures labeled.reshape(binary.width,binary.height); // ensure that the image border pixels are filled with zero by enlarging the image if( border.width != binary.width+2 || border.height != binary.height+2) { border.reshape(bina...
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Processes the binary image to find the contour of and label blobs. @param binary Input binary image. Not modified. @param labeled Output. Labeled image. Modified.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/filter/binary/LinearContourLabelChang2004.java#L96-L152
50,768
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/filter/binary/LinearContourLabelChang2004.java
LinearContourLabelChang2004.scanForOne
private int scanForOne(byte[] data , int index , int end ) { while (index < end && data[index] != 1) { index++; } return index; }
java
private int scanForOne(byte[] data , int index , int end ) { while (index < end && data[index] != 1) { index++; } return index; }
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Faster when there's a specialized function which searches for one pixels
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/filter/binary/LinearContourLabelChang2004.java#L157-L162
50,769
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/factory/fiducial/FactoryFiducial.java
FactoryFiducial.qrcode
public static <T extends ImageGray<T>> QrCodePreciseDetector<T> qrcode(ConfigQrCode config, Class<T> imageType) { if( config == null ) config = new ConfigQrCode(); config.checkValidity(); InputToBinary<T> inputToBinary = FactoryThresholdBinary.threshold(config.threshold,imageType); DetectPolygonBinaryGra...
java
public static <T extends ImageGray<T>> QrCodePreciseDetector<T> qrcode(ConfigQrCode config, Class<T> imageType) { if( config == null ) config = new ConfigQrCode(); config.checkValidity(); InputToBinary<T> inputToBinary = FactoryThresholdBinary.threshold(config.threshold,imageType); DetectPolygonBinaryGra...
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Returns a QR Code detector @param config Configuration @param imageType type of input image @return the detector
[ "Returns", "a", "QR", "Code", "detector" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/factory/fiducial/FactoryFiducial.java#L174-L188
50,770
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java
TldTracker.initialize
public void initialize( T image , int x0 , int y0 , int x1 , int y1 ) { if( imagePyramid == null || imagePyramid.getInputWidth() != image.width || imagePyramid.getInputHeight() != image.height ) { int minSize = (config.trackerFeatureRadius*2+1)*5; int scales[] = selectPyramidScale(image.width,image.height,...
java
public void initialize( T image , int x0 , int y0 , int x1 , int y1 ) { if( imagePyramid == null || imagePyramid.getInputWidth() != image.width || imagePyramid.getInputHeight() != image.height ) { int minSize = (config.trackerFeatureRadius*2+1)*5; int scales[] = selectPyramidScale(image.width,image.height,...
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Starts tracking the rectangular region. @param image First image in the sequence. @param x0 Top-left corner of rectangle. x-axis @param y0 Top-left corner of rectangle. y-axis @param x1 Bottom-right corner of rectangle. x-axis @param y1 Bottom-right corner of rectangle. y-axis
[ "Starts", "tracking", "the", "rectangular", "region", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java#L148-L175
50,771
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java
TldTracker.createCascadeRegion
private void createCascadeRegion( int imageWidth , int imageHeight ) { cascadeRegions.reset(); int rectWidth = (int)(targetRegion.getWidth()+0.5); int rectHeight = (int)(targetRegion.getHeight()+0.5); for( int scaleInt = -config.scaleSpread; scaleInt <= config.scaleSpread; scaleInt++ ) { // try several sc...
java
private void createCascadeRegion( int imageWidth , int imageHeight ) { cascadeRegions.reset(); int rectWidth = (int)(targetRegion.getWidth()+0.5); int rectHeight = (int)(targetRegion.getHeight()+0.5); for( int scaleInt = -config.scaleSpread; scaleInt <= config.scaleSpread; scaleInt++ ) { // try several sc...
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Creates a list containing all the regions which need to be tested
[ "Creates", "a", "list", "containing", "all", "the", "regions", "which", "need", "to", "be", "tested" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java#L205-L250
50,772
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java
TldTracker.track
public boolean track( T image ) { boolean success = true; valid = false; imagePyramid.process(image); template.setImage(image); variance.setImage(image); fern.setImage(image); if( reacquiring ) { // It can reinitialize if there is a single detection detection.detectionCascade(cascadeRegions); ...
java
public boolean track( T image ) { boolean success = true; valid = false; imagePyramid.process(image); template.setImage(image); variance.setImage(image); fern.setImage(image); if( reacquiring ) { // It can reinitialize if there is a single detection detection.detectionCascade(cascadeRegions); ...
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Updates track region. @param image Next image in the sequence. @return true if the object could be found and false if not
[ "Updates", "track", "region", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java#L258-L314
50,773
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java
TldTracker.hypothesisFusion
protected boolean hypothesisFusion( boolean trackingWorked , boolean detectionWorked ) { valid = false; boolean uniqueDetection = detectionWorked && !detection.isAmbiguous(); TldRegion detectedRegion = detection.getBest(); double confidenceTarget; if( trackingWorked ) { // get the scores from tracking...
java
protected boolean hypothesisFusion( boolean trackingWorked , boolean detectionWorked ) { valid = false; boolean uniqueDetection = detectionWorked && !detection.isAmbiguous(); TldRegion detectedRegion = detection.getBest(); double confidenceTarget; if( trackingWorked ) { // get the scores from tracking...
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Combines hypotheses from tracking and detection. @param trackingWorked If the sequential tracker updated the track region successfully or not @return true a hypothesis was found, false if it failed to find a hypothesis
[ "Combines", "hypotheses", "from", "tracking", "and", "detection", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java#L332-L385
50,774
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java
TldTracker.selectPyramidScale
public static int[] selectPyramidScale( int imageWidth , int imageHeight, int minSize ) { int w = Math.max(imageWidth,imageHeight); int maxScale = w/minSize; int n = 1; int scale = 1; while( scale*2 < maxScale ) { n++; scale *= 2; } int ret[] = new int[n]; scale = 1; for( int i = 0; i < n; i++...
java
public static int[] selectPyramidScale( int imageWidth , int imageHeight, int minSize ) { int w = Math.max(imageWidth,imageHeight); int maxScale = w/minSize; int n = 1; int scale = 1; while( scale*2 < maxScale ) { n++; scale *= 2; } int ret[] = new int[n]; scale = 1; for( int i = 0; i < n; i++...
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Selects the scale for the image pyramid based on image size and feature size @return scales for image pyramid
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/tracker/tld/TldTracker.java#L391-L410
50,775
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeBinaryGridReader.java
QrCodeBinaryGridReader.imageToGrid
public void imageToGrid( Point2D_F64 pixel , Point2D_F64 grid ) { transformGrid.imageToGrid(pixel.x, pixel.y, grid); }
java
public void imageToGrid( Point2D_F64 pixel , Point2D_F64 grid ) { transformGrid.imageToGrid(pixel.x, pixel.y, grid); }
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Converts a pixel coordinate into a grid coordinate.
[ "Converts", "a", "pixel", "coordinate", "into", "a", "grid", "coordinate", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeBinaryGridReader.java#L105-L107
50,776
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeBinaryGridReader.java
QrCodeBinaryGridReader.readBit
public int readBit( int row , int col ) { // todo use adjustments from near by alignment patterns float center = 0.5f; // if( pixel.x < -0.5 || pixel.y < -0.5 || pixel.x > imageWidth || pixel.y > imageHeight ) // return -1; transformGrid.gridToImage(row+center-0.2f, col+center, pixel); float pixel01 = int...
java
public int readBit( int row , int col ) { // todo use adjustments from near by alignment patterns float center = 0.5f; // if( pixel.x < -0.5 || pixel.y < -0.5 || pixel.x > imageWidth || pixel.y > imageHeight ) // return -1; transformGrid.gridToImage(row+center-0.2f, col+center, pixel); float pixel01 = int...
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Reads a bit from the qr code's data matrix while adjusting for location distortions using known feature locations. @param row grid row @param col grid column @return
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/qrcode/QrCodeBinaryGridReader.java#L132-L191
50,777
lessthanoptimal/BoofCV
integration/boofcv-WebcamCapture/src/main/java/boofcv/io/webcamcapture/UtilWebcamCapture.java
UtilWebcamCapture.openDefault
public static Webcam openDefault( int desiredWidth , int desiredHeight) { Webcam webcam = Webcam.getDefault(); // Webcam doesn't list all available resolutions. Just pass in a custom // resolution and hope it works adjustResolution(webcam,desiredWidth,desiredHeight); webcam.open(); return webcam; }
java
public static Webcam openDefault( int desiredWidth , int desiredHeight) { Webcam webcam = Webcam.getDefault(); // Webcam doesn't list all available resolutions. Just pass in a custom // resolution and hope it works adjustResolution(webcam,desiredWidth,desiredHeight); webcam.open(); return webcam; }
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Opens the default camera while adjusting its resolution
[ "Opens", "the", "default", "camera", "while", "adjusting", "its", "resolution" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/integration/boofcv-WebcamCapture/src/main/java/boofcv/io/webcamcapture/UtilWebcamCapture.java#L37-L46
50,778
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java
EllipsesIntoClusters.process
public void process(List<EllipseInfo> ellipses , List<List<Node>> output ) { init(ellipses); connect(ellipses); output.clear(); for (int i = 0; i < clusters.size(); i++) { List<Node> c = clusters.get(i); // remove noise removeSingleConnections(c); if( c.size() >= minimumClusterSize) { outpu...
java
public void process(List<EllipseInfo> ellipses , List<List<Node>> output ) { init(ellipses); connect(ellipses); output.clear(); for (int i = 0; i < clusters.size(); i++) { List<Node> c = clusters.get(i); // remove noise removeSingleConnections(c); if( c.size() >= minimumClusterSize) { outpu...
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Processes the ellipses and creates clusters. @param ellipses Set of unordered ellipses @param output Resulting found clusters. Cleared automatically. Returned lists are recycled on next call.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java#L95-L112
50,779
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java
EllipsesIntoClusters.removeSingleConnections
static void removeSingleConnections( List<Node> cluster ) { List<Node> open = new ArrayList<>(); List<Node> future = new ArrayList<>(); open.addAll(cluster); while( !open.isEmpty() ) { for (int i = open.size()-1; i >= 0; i--) { Node n = open.get(i); if( n.connections.size == 1 ) { // clear it...
java
static void removeSingleConnections( List<Node> cluster ) { List<Node> open = new ArrayList<>(); List<Node> future = new ArrayList<>(); open.addAll(cluster); while( !open.isEmpty() ) { for (int i = open.size()-1; i >= 0; i--) { Node n = open.get(i); if( n.connections.size == 1 ) { // clear it...
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Removes stray connections that are highly likely to be noise. If a node has one connection it then removed. Then it's only connection is considered for removal.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java#L221-L256
50,780
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java
EllipsesIntoClusters.init
void init(List<EllipseInfo> ellipses) { nodes.resize(ellipses.size()); clusters.reset(); for (int i = 0; i < ellipses.size(); i++) { Node n = nodes.get(i); n.connections.reset(); n.which = i; n.cluster = -1; } nn.setPoints(ellipses,true); }
java
void init(List<EllipseInfo> ellipses) { nodes.resize(ellipses.size()); clusters.reset(); for (int i = 0; i < ellipses.size(); i++) { Node n = nodes.get(i); n.connections.reset(); n.which = i; n.cluster = -1; } nn.setPoints(ellipses,true); }
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Recycles and initializes all internal data structures
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java#L290-L302
50,781
lessthanoptimal/BoofCV
main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java
EllipsesIntoClusters.joinClusters
void joinClusters( int mouth , int food ) { List<Node> listMouth = clusters.get(mouth); List<Node> listFood = clusters.get(food); // put all members of food into mouth for (int i = 0; i < listFood.size(); i++) { listMouth.add( listFood.get(i) ); listFood.get(i).cluster = mouth; } // zero food membe...
java
void joinClusters( int mouth , int food ) { List<Node> listMouth = clusters.get(mouth); List<Node> listFood = clusters.get(food); // put all members of food into mouth for (int i = 0; i < listFood.size(); i++) { listMouth.add( listFood.get(i) ); listFood.get(i).cluster = mouth; } // zero food membe...
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Moves all the members of 'food' into 'mouth' @param mouth The group which will not be changed. @param food All members of this group are put into mouth
[ "Moves", "all", "the", "members", "of", "food", "into", "mouth" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-recognition/src/main/java/boofcv/alg/fiducial/calib/circle/EllipsesIntoClusters.java#L309-L322
50,782
lessthanoptimal/BoofCV
main/boofcv-types/src/main/java/boofcv/struct/image/GrayI8.java
GrayI8.set
@Override public void set(int x, int y, int value) { if (!isInBounds(x, y)) throw new ImageAccessException("Requested pixel is out of bounds: "+x+" "+y); data[getIndex(x, y)] = (byte) value; }
java
@Override public void set(int x, int y, int value) { if (!isInBounds(x, y)) throw new ImageAccessException("Requested pixel is out of bounds: "+x+" "+y); data[getIndex(x, y)] = (byte) value; }
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Sets the value of the specified pixel. @param x pixel coordinate. @param y pixel coordinate. @param value The pixel's new value.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-types/src/main/java/boofcv/struct/image/GrayI8.java#L72-L78
50,783
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/filter/derivative/impl/GradientSobel_Outer.java
GradientSobel_Outer.process
public static void process(GrayU8 orig, GrayS16 derivX, GrayS16 derivY) { final byte[] data = orig.data; final short[] imgX = derivX.data; final short[] imgY = derivY.data; final int width = orig.getWidth(); final int height = orig.getHeight() - 1; //CONCURRENT_BELOW BoofConcurrency.lo...
java
public static void process(GrayU8 orig, GrayS16 derivX, GrayS16 derivY) { final byte[] data = orig.data; final short[] imgX = derivX.data; final short[] imgY = derivY.data; final int width = orig.getWidth(); final int height = orig.getHeight() - 1; //CONCURRENT_BELOW BoofConcurrency.lo...
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Computes derivative of GrayU8. None of the images can be sub-images.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/filter/derivative/impl/GradientSobel_Outer.java#L47-L71
50,784
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/filter/derivative/impl/GradientSobel_Outer.java
GradientSobel_Outer.process_sub
public static void process_sub(GrayU8 orig, GrayS16 derivX, GrayS16 derivY) { final byte[] data = orig.data; final short[] imgX = derivX.data; final short[] imgY = derivY.data; final int width = orig.getWidth(); final int height = orig.getHeight() - 1; final int strideSrc = orig.getSt...
java
public static void process_sub(GrayU8 orig, GrayS16 derivX, GrayS16 derivY) { final byte[] data = orig.data; final short[] imgX = derivX.data; final short[] imgY = derivY.data; final int width = orig.getWidth(); final int height = orig.getHeight() - 1; final int strideSrc = orig.getSt...
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Computes derivative of GrayU8. Inputs can be sub-images.
[ "Computes", "derivative", "of", "GrayU8", ".", "Inputs", "can", "be", "sub", "-", "images", "." ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/filter/derivative/impl/GradientSobel_Outer.java#L76-L105
50,785
lessthanoptimal/BoofCV
main/boofcv-types/src/main/java/boofcv/struct/pyramid/PyramidFloat.java
PyramidFloat.setScaleFactors
public void setScaleFactors( double ...scaleFactors ) { // see if the scale factors have not changed if( scale != null && scale.length == scaleFactors.length ) { boolean theSame = true; for( int i = 0; i < scale.length; i++ ) { if( scale[i] != scaleFactors[i] ) { theSame = false; break; } ...
java
public void setScaleFactors( double ...scaleFactors ) { // see if the scale factors have not changed if( scale != null && scale.length == scaleFactors.length ) { boolean theSame = true; for( int i = 0; i < scale.length; i++ ) { if( scale[i] != scaleFactors[i] ) { theSame = false; break; } ...
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Specifies the pyramid's structure. @param scaleFactors Change in scale factor for each layer in the pyramid.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-types/src/main/java/boofcv/struct/pyramid/PyramidFloat.java#L62-L81
50,786
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/HistogramStatistics.java
HistogramStatistics.variance
public static double variance(int[] histogram, double mean , int N ) { return variance(histogram, mean, count(histogram,N), N); }
java
public static double variance(int[] histogram, double mean , int N ) { return variance(histogram, mean, count(histogram,N), N); }
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Computes the variance of pixel intensity values for a GrayU8 image represented by the given histogram. @param histogram Histogram with N bins @param mean Mean of the image. @param N number of bins in the histogram. @return variance
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/HistogramStatistics.java#L36-L38
50,787
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/HistogramStatistics.java
HistogramStatistics.variance
public static double variance(int[] histogram, double mean, int counts , int N) { double sum = 0.0; for(int i=0;i<N;i++) { double d = i - mean; sum += (d*d) * histogram[i]; } return sum / counts; }
java
public static double variance(int[] histogram, double mean, int counts , int N) { double sum = 0.0; for(int i=0;i<N;i++) { double d = i - mean; sum += (d*d) * histogram[i]; } return sum / counts; }
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Computes the variance of elements in the histogram @param histogram Histogram with N bins @param mean Histogram's mean. @param counts Sum of all bins in the histogram. @param N number of bins in the histogram. @return variance of values inside the histogram
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/HistogramStatistics.java#L49-L57
50,788
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/misc/HistogramStatistics.java
HistogramStatistics.count
public static int count(int[] histogram, int N) { int counts = 0; for(int i=0;i<N;i++) { counts += histogram[i]; } return counts; }
java
public static int count(int[] histogram, int N) { int counts = 0; for(int i=0;i<N;i++) { counts += histogram[i]; } return counts; }
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Counts sum of all the bins inside the histogram @param histogram Histogram with N bins @param N number of bins in the histogram. @return Sum of all values in the histogram array.
[ "Counts", "sum", "of", "all", "the", "bins", "inside", "the", "histogram" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/misc/HistogramStatistics.java#L66-L72
50,789
lessthanoptimal/BoofCV
main/boofcv-ip/src/main/java/boofcv/alg/filter/derivative/GradientReduceToSingle.java
GradientReduceToSingle.maxf
public static void maxf(Planar<GrayF32> inX , Planar<GrayF32> inY , GrayF32 outX , GrayF32 outY ) { // input and output should be the same shape InputSanityCheck.checkSameShape(inX,inY); InputSanityCheck.reshapeOneIn(inX,outX,outY); // make sure that the pixel index is the same InputSanityCheck.checkIndexin...
java
public static void maxf(Planar<GrayF32> inX , Planar<GrayF32> inY , GrayF32 outX , GrayF32 outY ) { // input and output should be the same shape InputSanityCheck.checkSameShape(inX,inY); InputSanityCheck.reshapeOneIn(inX,outX,outY); // make sure that the pixel index is the same InputSanityCheck.checkIndexin...
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Reduces the number of bands by selecting the band with the largest Frobenius norm and using its gradient to be the output gradient on a pixel-by-pixel basis @param inX Input gradient X @param inY Input gradient Y @param outX Output gradient X @param outY Output gradient Y
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-ip/src/main/java/boofcv/alg/filter/derivative/GradientReduceToSingle.java#L42-L77
50,790
lessthanoptimal/BoofCV
examples/src/main/java/boofcv/examples/enhance/ExampleImageEnhancement.java
ExampleImageEnhancement.histogram
public static void histogram() { BufferedImage buffered = UtilImageIO.loadImage(UtilIO.pathExample(imagePath)); GrayU8 gray = ConvertBufferedImage.convertFrom(buffered,(GrayU8)null); GrayU8 adjusted = gray.createSameShape(); int histogram[] = new int[256]; int transform[] = new int[256]; ListDisplayPanel ...
java
public static void histogram() { BufferedImage buffered = UtilImageIO.loadImage(UtilIO.pathExample(imagePath)); GrayU8 gray = ConvertBufferedImage.convertFrom(buffered,(GrayU8)null); GrayU8 adjusted = gray.createSameShape(); int histogram[] = new int[256]; int transform[] = new int[256]; ListDisplayPanel ...
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Histogram adjustment algorithms aim to spread out pixel intensity values uniformly across the allowed range. This if an image is dark, it will have greater contrast and be brighter.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/examples/src/main/java/boofcv/examples/enhance/ExampleImageEnhancement.java#L50-L72
50,791
lessthanoptimal/BoofCV
examples/src/main/java/boofcv/examples/enhance/ExampleImageEnhancement.java
ExampleImageEnhancement.sharpen
public static void sharpen() { BufferedImage buffered = UtilImageIO.loadImage(UtilIO.pathExample(imagePath)); GrayU8 gray = ConvertBufferedImage.convertFrom(buffered,(GrayU8)null); GrayU8 adjusted = gray.createSameShape(); ListDisplayPanel panel = new ListDisplayPanel(); EnhanceImageOps.sharpen4(gray, adju...
java
public static void sharpen() { BufferedImage buffered = UtilImageIO.loadImage(UtilIO.pathExample(imagePath)); GrayU8 gray = ConvertBufferedImage.convertFrom(buffered,(GrayU8)null); GrayU8 adjusted = gray.createSameShape(); ListDisplayPanel panel = new ListDisplayPanel(); EnhanceImageOps.sharpen4(gray, adju...
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When an image is sharpened the intensity of edges are made more extreme while flat regions remain unchanged.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/examples/src/main/java/boofcv/examples/enhance/ExampleImageEnhancement.java#L77-L95
50,792
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomPixelDepthPnP.java
VisOdomPixelDepthPnP.process
public boolean process( T image ) { tracker.process(image); tick++; inlierTracks.clear(); if( first ) { addNewTracks(); first = false; } else { if( !estimateMotion() ) { return false; } dropUnusedTracks(); int N = motionEstimator.getMatchSet().size(); if( thresholdAdd <= 0 || N < ...
java
public boolean process( T image ) { tracker.process(image); tick++; inlierTracks.clear(); if( first ) { addNewTracks(); first = false; } else { if( !estimateMotion() ) { return false; } dropUnusedTracks(); int N = motionEstimator.getMatchSet().size(); if( thresholdAdd <= 0 || N < ...
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Estimates the motion given the left camera image. The latest information required by ImagePixelTo3D should be passed to the class before invoking this function. @param image Camera image. @return true if successful or false if it failed
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomPixelDepthPnP.java#L154-L180
50,793
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomPixelDepthPnP.java
VisOdomPixelDepthPnP.addNewTracks
private void addNewTracks() { // System.out.println("----------- Adding new tracks ---------------"); tracker.spawnTracks(); List<PointTrack> spawned = tracker.getNewTracks(null); // estimate 3D coordinate using stereo vision for( PointTrack t : spawned ) { Point2D3DTrack p = t.getCookie(); if( p == nu...
java
private void addNewTracks() { // System.out.println("----------- Adding new tracks ---------------"); tracker.spawnTracks(); List<PointTrack> spawned = tracker.getNewTracks(null); // estimate 3D coordinate using stereo vision for( PointTrack t : spawned ) { Point2D3DTrack p = t.getCookie(); if( p == nu...
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Detects new features and computes their 3D coordinates
[ "Detects", "new", "features", "and", "computes", "their", "3D", "coordinates" ]
f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomPixelDepthPnP.java#L224-L254
50,794
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomPixelDepthPnP.java
VisOdomPixelDepthPnP.estimateMotion
private boolean estimateMotion() { List<PointTrack> active = tracker.getActiveTracks(null); List<Point2D3D> obs = new ArrayList<>(); for( PointTrack t : active ) { Point2D3D p = t.getCookie(); pixelToNorm.compute( t.x , t.y , p.observation ); obs.add( p ); } // estimate the motion up to a scale fac...
java
private boolean estimateMotion() { List<PointTrack> active = tracker.getActiveTracks(null); List<Point2D3D> obs = new ArrayList<>(); for( PointTrack t : active ) { Point2D3D p = t.getCookie(); pixelToNorm.compute( t.x , t.y , p.observation ); obs.add( p ); } // estimate the motion up to a scale fac...
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Estimates motion from the set of tracks and their 3D location @return true if successful.
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/d3/VisOdomPixelDepthPnP.java#L261-L302
50,795
lessthanoptimal/BoofCV
main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/EstimateSceneUncalibrated.java
EstimateSceneUncalibrated.scoreForTriangulation
double scoreForTriangulation( Motion motion ) { DMatrixRMaj H = new DMatrixRMaj(3,3); View viewA = motion.viewSrc; View viewB = motion.viewDst; // Compute initial estimate for H pairs.reset(); for (int i = 0; i < motion.associated.size(); i++) { AssociatedIndex ai = motion.associated.get(i); pairs.g...
java
double scoreForTriangulation( Motion motion ) { DMatrixRMaj H = new DMatrixRMaj(3,3); View viewA = motion.viewSrc; View viewB = motion.viewDst; // Compute initial estimate for H pairs.reset(); for (int i = 0; i < motion.associated.size(); i++) { AssociatedIndex ai = motion.associated.get(i); pairs.g...
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Compute score to decide which motion to initialize structure from. A homography is fit to the observations and the error compute. The homography should be a poor fit if the scene had 3D structure. The 50% homography error is then scaled by the number of pairs to bias the score good matches @param motion input @return f...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-sfm/src/main/java/boofcv/alg/sfm/structure/EstimateSceneUncalibrated.java#L217-L245
50,796
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/geo/WorldToCameraToPixel.java
WorldToCameraToPixel.configure
public void configure(LensDistortionNarrowFOV distortion , Se3_F64 worldToCamera ) { this.worldToCamera = worldToCamera; normToPixel = distortion.distort_F64(false,true); }
java
public void configure(LensDistortionNarrowFOV distortion , Se3_F64 worldToCamera ) { this.worldToCamera = worldToCamera; normToPixel = distortion.distort_F64(false,true); }
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Specifies intrinsic camera parameters and the transform from world to camera. @param distortion camera parameters @param worldToCamera transform from world to camera
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/geo/WorldToCameraToPixel.java#L67-L71
50,797
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/geo/WorldToCameraToPixel.java
WorldToCameraToPixel.transform
public boolean transform( Point3D_F64 worldPt , Point2D_F64 pixelPt ) { SePointOps_F64.transform(worldToCamera,worldPt,cameraPt); // can't see the point if( cameraPt.z <= 0 ) return false; normToPixel.compute(cameraPt.x/cameraPt.z, cameraPt.y/cameraPt.z, pixelPt); return true; }
java
public boolean transform( Point3D_F64 worldPt , Point2D_F64 pixelPt ) { SePointOps_F64.transform(worldToCamera,worldPt,cameraPt); // can't see the point if( cameraPt.z <= 0 ) return false; normToPixel.compute(cameraPt.x/cameraPt.z, cameraPt.y/cameraPt.z, pixelPt); return true; }
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Computes the observed location of the specified point in world coordinates in the camera pixel. If the object can't be viewed because it is behind the camera then false is returned. @param worldPt Location of point in world frame @param pixelPt Pixel observation of point. @return True if visible (+z) or false if not v...
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/geo/WorldToCameraToPixel.java#L80-L89
50,798
lessthanoptimal/BoofCV
main/boofcv-geo/src/main/java/boofcv/alg/geo/WorldToCameraToPixel.java
WorldToCameraToPixel.transform
public Point2D_F64 transform( Point3D_F64 worldPt ) { Point2D_F64 out = new Point2D_F64(); if( transform(worldPt,out)) return out; else return null; }
java
public Point2D_F64 transform( Point3D_F64 worldPt ) { Point2D_F64 out = new Point2D_F64(); if( transform(worldPt,out)) return out; else return null; }
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Computes location of 3D point in world as observed in the camera. Point is returned if visible or null if not visible. @param worldPt Location of point on world reference frame @return Pixel coordinate of point or null if not visible
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-geo/src/main/java/boofcv/alg/geo/WorldToCameraToPixel.java#L112-L118
50,799
lessthanoptimal/BoofCV
main/boofcv-feature/src/main/java/boofcv/alg/shapes/polyline/splitmerge/SplitMergeLineFitLoop.java
SplitMergeLineFitLoop.splitPixels
protected void splitPixels(int indexStart, int length) { // too short to split if( length < minimumSideLengthPixel) return; // end points of the line int indexEnd = (indexStart+length)%N; int splitOffset = selectSplitOffset(indexStart,length); if( splitOffset >= 0 ) { // System.out.println(" splitt...
java
protected void splitPixels(int indexStart, int length) { // too short to split if( length < minimumSideLengthPixel) return; // end points of the line int indexEnd = (indexStart+length)%N; int splitOffset = selectSplitOffset(indexStart,length); if( splitOffset >= 0 ) { // System.out.println(" splitt...
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Recursively splits pixels between indexStart to indexStart+length. A split happens if there is a pixel more than the desired distance away from the two end points. Results are placed into 'splits'
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f01c0243da0ec086285ee722183804d5923bc3ac
https://github.com/lessthanoptimal/BoofCV/blob/f01c0243da0ec086285ee722183804d5923bc3ac/main/boofcv-feature/src/main/java/boofcv/alg/shapes/polyline/splitmerge/SplitMergeLineFitLoop.java#L98-L115