Docs for using BRIEF in features2d
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@ -15,6 +15,16 @@ using std::cerr;
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using std::endl;
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using std::vector;
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void help(char **av)
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{
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cerr << "usage: " << av[0] << " im1.jpg im2.jpg"
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<< "\n"
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<< "This program shows how to use brief to match points in features2d\n"
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<< "It takes in two images, finds keypoints and matches them displaying matches and final homography warped results\n"
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<< endl;
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}
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//Copy (x,y) location of descriptor matches found from KeyPoint data structures into Point2f vectors
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void matches2points(const vector<DMatch>& matches, const vector<KeyPoint>& kpts_train,
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const vector<KeyPoint>& kpts_query, vector<Point2f>& pts_train, vector<Point2f>& pts_query)
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{
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@ -36,15 +46,17 @@ float match(const vector<KeyPoint>& kpts_train, const vector<KeyPoint>& kpts_que
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{
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float t = (double)getTickCount();
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matcher.match(query, train, matches);
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matcher.match(query, train, matches); //Using features2d
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return ((double)getTickCount() - t) / getTickFrequency();
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}
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int main(int ac, char ** av)
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{
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if (ac != 3)
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{
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cerr << "usage: " << av[0] << " im1.jpg im2.jpg" << endl;
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help(av);
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return 1;
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}
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string im1_name, im2_name;
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@ -63,7 +75,7 @@ int main(int ac, char ** av)
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double t = (double)getTickCount();
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FastFeatureDetector detector(50);
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BriefDescriptorExtractor extractor(32);
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BriefDescriptorExtractor extractor(32); //this is really 32 x 8 matches since they are binary matches packed into bytes
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vector<KeyPoint> kpts_1, kpts_2;
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detector.detect(im1, kpts_1);
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@ -87,6 +99,7 @@ int main(int ac, char ** av)
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cout << "done computing descriptors... took " << t << " seconds" << endl;
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//Do matching with 2 methods using features2d
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cout << "matching with BruteForceMatcher<HammingLUT>" << endl;
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BruteForceMatcher<HammingLUT> matcher;
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vector<DMatch> matches_lut;
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@ -100,7 +113,7 @@ int main(int ac, char ** av)
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cout << "done BruteForceMatcher<Hamming> matching. took " << pop_time << " seconds" << endl;
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vector<Point2f> mpts_1, mpts_2;
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matches2points(matches_popcount, kpts_1, kpts_2, mpts_1, mpts_2);
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matches2points(matches_popcount, kpts_1, kpts_2, mpts_1, mpts_2); //Extract a list of the (x,y) location of the matches
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vector<uchar> outlier_mask;
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Mat H = findHomography(Mat(mpts_2), Mat(mpts_1), outlier_mask, RANSAC, 1);
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