Created
August 31, 2017 22:46
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Normal ORB matcher in cpp and choosing good pair using stereo constraint
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// Look at https://github.com/vonzhou/opencv/blob/master/image-search/orb.cpp | |
std::vector<cv::DMatch> ratio_test(std::vector< std::vector<cv::DMatch> > matches12, double ratio, std::vector<cv::KeyPoint> kpl, std::vector<cv::KeyPoint> kpr){ | |
std::vector<cv::DMatch> good_matches; | |
for(int i = 0; i < matches12.size(); i++){ | |
if(abs(kpl[matches12[i][0].queryIdx].pt.y - kpr[matches12[i][0].trainIdx].pt.y ) < 1){ // in the same line | |
if(matches12[i][0].distance < ratio * matches12[i][1].distance){ | |
good_matches.push_back(matches12[i][0]); | |
} | |
} | |
} | |
return good_matches; | |
} | |
void show_keymatching(const cv::Mat left,const cv::Mat right) | |
{ | |
cv::Ptr<cv::FeatureDetector> detector = cv::ORB::create(); | |
std::vector<cv::KeyPoint> kpl,kpr; | |
detector->detect(left, kpl); | |
detector->detect(right, kpr); | |
cv::Ptr<cv::DescriptorExtractor> extractor = cv::ORB::create(); | |
cv::Mat desl,desr; | |
extractor->compute(left, kpl, desl); | |
extractor->compute(right, kpr, desr); | |
std::vector< std::vector<cv::DMatch> > matches12, matches21; | |
cv::Ptr<cv::DescriptorMatcher> matcher = cv::DescriptorMatcher::create("BruteForce-Hamming"); | |
matcher->knnMatch( desl, desr, matches12, 2 ); | |
//matcher->knnMatch( desr, desl, matches21, 2 ); | |
std::vector<cv::DMatch> good_matches1, good_matches2; | |
double ratio = 0.8; | |
good_matches1 = ratio_test(matches12, ratio, kpl, kpr); | |
//good_matches2 = ratio_test(matches21, ratio); | |
cv::Mat img_matches; | |
cv::drawMatches( left, kpl, right, kpr, | |
good_matches1, img_matches, cv::Scalar::all(-1), cv::Scalar::all(-1), | |
std::vector<char>(), cv::DrawMatchesFlags::NOT_DRAW_SINGLE_POINTS ); | |
imshow( "Good Matches", img_matches ); | |
cv::waitKey(1); | |
} |
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