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import org.opencv.calib3d.Calib3d; | |
import org.opencv.core.*; | |
import org.opencv.features2d.*; | |
import org.opencv.highgui.Highgui; | |
import utils.MatConverter; | |
import java.util.LinkedList; | |
import java.util.List; | |
import java.util.stream.Stream; | |
/** | |
* Created by Marcin on 2014-11-04. | |
*/ | |
public class OpencvMaskTest { | |
static { | |
System.loadLibrary(Core.NATIVE_LIBRARY_NAME); | |
} | |
//setup SIFT detector and SIFT extractor | |
static DescriptorExtractor siftDescriptor = DescriptorExtractor.create(DescriptorExtractor.SIFT); | |
static FeatureDetector siftDetector = FeatureDetector.create(FeatureDetector.PYRAMID_SIFT); | |
public static void main(String[] args) { | |
// read images as Mat | |
Mat first = Highgui.imread("Cabildo_Catedralicio_(1913),_de_Refugio_Reyes_Rivas.jpg"); | |
Mat second = Highgui.imread("Cabildo_Catedralicio_(1913),_de_Refugio_Reyes_Rivas_1.jpg"); | |
//detect keyPoints | |
MatOfKeyPoint keyPointsFirst = getKeyPoints(first); | |
MatOfKeyPoint keyPointsSecond = getKeyPoints(second); | |
// calculate descriptors | |
Mat descriptorsFirst = getDescriptor(first, keyPointsFirst); | |
Mat descriptorsSecond = getDescriptor(second, keyPointsSecond); | |
//match points | |
MatOfDMatch matOfDMatch = getMatOfMatchedPoints(descriptorsFirst, descriptorsSecond); | |
// find Homography | |
MatOfPoint2f firstMatOfPoint2f = converMatchedToMatOfPoint2f(keyPointsFirst, matOfDMatch, true); | |
MatOfPoint2f secondMatOfPoint2f = converMatchedToMatOfPoint2f(keyPointsSecond, matOfDMatch, false); | |
MatOfByte mask = new MatOfByte(); | |
Calib3d.findHomography(firstMatOfPoint2f, secondMatOfPoint2f, Calib3d.RANSAC, 1, mask); | |
// sum numbers of matched, just for curious | |
double sum = Stream.of(MatConverter.matToDouble(mask)).mapToDouble(array -> array[0]).sum(); | |
System.out.println(sum); | |
Mat output = new Mat(); | |
Features2d.drawMatches( | |
first, keyPointsFirst, | |
second, keyPointsSecond, | |
matOfDMatch, | |
output, | |
Scalar.all(-1), Scalar.all(-1), | |
mask, // MASK!!!!!!!!!!!!!!!! | |
Features2d.NOT_DRAW_SINGLE_POINTS | |
); | |
Highgui.imwrite("matching.jpg", output); | |
} | |
public static MatOfKeyPoint getKeyPoints(Mat image) { | |
MatOfKeyPoint keyPoints = new MatOfKeyPoint(); | |
siftDetector.detect(image, keyPoints); | |
return keyPoints; | |
} | |
public static Mat getDescriptor(Mat image, MatOfKeyPoint keyPoints) { | |
Mat descriptor = new Mat(); | |
siftDescriptor.compute(image, keyPoints, descriptor); | |
return descriptor; | |
} | |
public static MatOfPoint2f converMatchedToMatOfPoint2f(MatOfKeyPoint keyPoints, MatOfDMatch matOfDMatch, boolean queryIdx) { | |
MatOfPoint2f convertedMatOfPoint = new MatOfPoint2f(); | |
LinkedList<Point> pointList = new LinkedList<>(); | |
List<KeyPoint> keyPointList = keyPoints.toList(); | |
for (DMatch dMatche : matOfDMatch.toArray()) { | |
int idxOfQueryOrTrain = queryIdx ? dMatche.queryIdx : dMatche.trainIdx; | |
pointList.addLast(keyPointList.get(idxOfQueryOrTrain).pt); | |
} | |
convertedMatOfPoint.fromList(pointList); | |
return convertedMatOfPoint; | |
} | |
public static MatOfDMatch getMatOfMatchedPoints(Mat descriptorsFirst, Mat descriptorsSecond) { | |
MatOfDMatch matOfDMatch = new MatOfDMatch(); | |
DescriptorMatcher descriptorMatcher = DescriptorMatcher.create(DescriptorMatcher.BRUTEFORCE_SL2); | |
descriptorMatcher.match(descriptorsFirst, descriptorsSecond, matOfDMatch); | |
return matOfDMatch; | |
} | |
} |
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Images are directly from: http://upload.wikimedia.org/wikipedia/commons/thumb/5/5b/Cabildo_Catedralicio_%281913%29%2C_de_Refugio_Reyes_Rivas.jpg/450px-Cabildo_Catedralicio_%281913%29%2C_de_Refugio_Reyes_Rivas.jpg
and
http://upload.wikimedia.org/wikipedia/commons/thumb/e/ee/Cabildo_Catedralicio_%281913%29%2C_de_Refugio_Reyes_Rivas_1.jpg/450px-Cabildo_Catedralicio_%281913%29%2C_de_Refugio_Reyes_Rivas_1.jpg