Added sample for GenericDescriptorMatch
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@ -1751,6 +1751,8 @@ public:
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// Writes match object to a file storage
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// Writes match object to a file storage
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virtual void write( FileStorage& fs ) const {};
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virtual void write( FileStorage& fs ) const {};
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static GenericDescriptorMatch* CreateDescriptorMatch( const string &alg_name, const string ¶ms_filename = string () );
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protected:
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protected:
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KeyPointCollection collection;
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KeyPointCollection collection;
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};
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};
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@ -226,6 +226,38 @@ void GenericDescriptorMatch::clear()
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{
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{
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collection.clear();
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collection.clear();
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}
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}
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GenericDescriptorMatch* GenericDescriptorMatch::CreateDescriptorMatch( const string &alg_name, const string ¶ms_filename )
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{
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GenericDescriptorMatch *descriptorMatch = 0;
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if( ! alg_name.compare ("one_way") )
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{
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descriptorMatch = new OneWayDescriptorMatch ();
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}
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else if( ! alg_name.compare ("fern") )
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{
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FernDescriptorMatch::Params params;
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params.signatureSize = INT_MAX;
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descriptorMatch = new FernDescriptorMatch (params);
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}
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else if( ! alg_name.compare ("calonder") )
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{
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descriptorMatch = new CalonderDescriptorMatch ();
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}
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if( !params_filename.empty() && descriptorMatch != 0 )
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{
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FileStorage fs = FileStorage( params_filename, FileStorage::READ );
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if( fs.isOpened() )
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{
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descriptorMatch->read( fs.root() );
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fs.release();
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}
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}
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return descriptorMatch;
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}
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/****************************************************************************************\
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/****************************************************************************************\
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* OneWayDescriptorMatch *
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* OneWayDescriptorMatch *
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\****************************************************************************************/
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\****************************************************************************************/
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10
samples/c/calonder_params.xml
Normal file
10
samples/c/calonder_params.xml
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@ -0,0 +1,10 @@
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<?xml version="1.0"?>
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<opencv_storage>
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<numTrees>20</numTrees>
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<depth>7</depth>
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<views>1000</views>
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<patchSize>20</patchSize>
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<reducedNumDim>30</reducedNumDim>
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<numQuantBits>4</numQuantBits>
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<printStatus>1</printStatus>
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</opencv_storage>
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10
samples/c/fern_params.xml
Normal file
10
samples/c/fern_params.xml
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@ -0,0 +1,10 @@
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<?xml version="1.0"?>
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<opencv_storage>
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<nclasses>0</nclasses>
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<patchSize>31</patchSize>
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<signatureSize>INT_MAX</signatureSize>
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<nstructs>50</nstructs>
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<structSize>9</structSize>
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<nviews>1000</nviews>
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<compressionMethod>0</compressionMethod>
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</opencv_storage>
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94
samples/c/match_sample.cpp
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94
samples/c/match_sample.cpp
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@ -0,0 +1,94 @@
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#include <cv.h>
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#include <cvaux.h>
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#include <highgui.h>
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#include <string>
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using namespace cv;
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IplImage* DrawCorrespondences(IplImage* img1, const vector<KeyPoint>& features1, IplImage* img2,
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const vector<KeyPoint>& features2, const vector<int>& desc_idx);
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int main(int argc, char** argv)
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{
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if (argc != 5)
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{
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printf("Format: \n./match_sample [image1] [image2] [algorithm] [XML params]\n");
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printf("For example: ./match_sample scene_l.bmp scene_r.bmp fern fern_params.xml\n");
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return 0;
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}
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std::string img1_name = std::string(argv[1]);
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std::string img2_name = std::string(argv[2]);
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std::string alg_name = std::string(argv[3]);
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std::string params_filename = std::string(argv[4]);
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GenericDescriptorMatch *descriptorMatch = GenericDescriptorMatch::CreateDescriptorMatch (alg_name, params_filename);
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if( descriptorMatch == 0 )
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{
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printf ("Cannot create descriptor\n");
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return 0;
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}
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//printf("Reading the images...\n");
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IplImage* img1 = cvLoadImage(img1_name.c_str(), CV_LOAD_IMAGE_GRAYSCALE);
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IplImage* img2 = cvLoadImage(img2_name.c_str(), CV_LOAD_IMAGE_GRAYSCALE);
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// extract keypoints from the first image
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SURF surf_extractor(5.0e3);
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vector<KeyPoint> keypoints1;
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// printf("Extracting keypoints\n");
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surf_extractor(img1, Mat(), keypoints1);
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printf("Extracted %d keypoints from the first image\n", (int)keypoints1.size());
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vector<KeyPoint> keypoints2;
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surf_extractor(img2, Mat(), keypoints2);
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printf("Extracted %d keypoints from the second image\n", (int)keypoints2.size());
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printf("Finding nearest neighbors... \n");
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// find NN for each of keypoints2 in keypoints1
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descriptorMatch->add( img1, keypoints1 );
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vector<int> matches2to1;
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matches2to1.resize(keypoints2.size());
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descriptorMatch->match( img2, keypoints2, matches2to1 );
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printf("Done\n");
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IplImage* img_corr = DrawCorrespondences(img1, keypoints1, img2, keypoints2, matches2to1);
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cvNamedWindow("correspondences", 1);
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cvShowImage("correspondences", img_corr);
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cvWaitKey(0);
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cvReleaseImage(&img1);
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cvReleaseImage(&img2);
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cvReleaseImage(&img_corr);
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delete descriptorMatch;
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}
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IplImage* DrawCorrespondences(IplImage* img1, const vector<KeyPoint>& features1, IplImage* img2,
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const vector<KeyPoint>& features2, const vector<int>& desc_idx)
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{
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IplImage* img_corr = cvCreateImage(cvSize(img1->width + img2->width, MAX(img1->height, img2->height)),
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IPL_DEPTH_8U, 3);
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cvSetImageROI(img_corr, cvRect(0, 0, img1->width, img1->height));
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cvCvtColor(img1, img_corr, CV_GRAY2RGB);
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cvSetImageROI(img_corr, cvRect(img1->width, 0, img2->width, img2->height));
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cvCvtColor(img2, img_corr, CV_GRAY2RGB);
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cvResetImageROI(img_corr);
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for (size_t i = 0; i < features1.size(); i++)
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{
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cvCircle(img_corr, features1[i].pt, 3, CV_RGB(255, 0, 0));
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}
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for (size_t i = 0; i < features2.size(); i++)
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{
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CvPoint pt = cvPoint(features2[i].pt.x + img1->width, features2[i].pt.y);
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cvCircle(img_corr, pt, 3, CV_RGB(255, 0, 0));
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cvLine(img_corr, features1[desc_idx[i]].pt, pt, CV_RGB(0, 255, 0));
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}
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return img_corr;
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}
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