#include #include int main(int argc, char *argv[]) { cout << "Demo of the ANMS algorithms" << endl; string testImgPath = "../../../Images/test.png"; // Path to image cv::Mat testImg = cv::imread(testImgPath, CV_LOAD_IMAGE_GRAYSCALE); // Read the file cv::namedWindow("Input Image", cv::WINDOW_AUTOSIZE); cv::imshow("Input Image", testImg); int fastThresh = 1; // Fast threshold. Usually this value is set to be in range [10,35] vector keyPoints; // vector to keep detected KeyPoints #if CV_MAJOR_VERSION < 3 // If you are using OpenCV 2 cv::FastFeatureDetector fastDetector(fastThresh, true); fastDetector.detect(testImg, keyPoints); #else cv::FAST(testImg, keyPoints, fastThresh, true); #endif cout << "Number of points detected : " << keyPoints.size() << endl; cv::Mat fastDetectionResults; // draw FAST detections cv::drawKeypoints(testImg, keyPoints, fastDetectionResults, cv::Scalar(94.0, 206.0, 165.0, 0.0)); cv::namedWindow("FAST Detections", cv::WINDOW_AUTOSIZE); cv::imshow("FAST Detections", fastDetectionResults); // Sorting keypoints by deacreasing order of strength vector responseVector; for (unsigned int i = 0; i < keyPoints.size(); i++) responseVector.push_back(keyPoints[i].response); vector Indx(responseVector.size()); std::iota(std::begin(Indx), std::end(Indx), 0); #if CV_MAJOR_VERSION >= 4 cv::sortIdx(responseVector, Indx, cv::SORT_DESCENDING); #else cv::sortIdx(responseVector, Indx, CV_SORT_DESCENDING); #endif vector keyPointsSorted; for (unsigned int i = 0; i < keyPoints.size(); i++) keyPointsSorted.push_back(keyPoints[Indx[i]]); int numRetPoints = 750; // choose exact number of return points // float percentage = 0.1; //or choose percentage of points to be return // int numRetPoints = (int)keyPoints.size()*percentage; float tolerance = 0.1; // tolerance of the number of return points cout << "\nStart TopN" << endl; clock_t topNStart = clock(); vector topnKP = topN(keyPointsSorted, numRetPoints); clock_t topNTotalTime = double(clock() - topNStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "Finish TopN in " << topNTotalTime << " miliseconds." << endl; #if CV_MAJOR_VERSION < 3 // Bucketing is no longer available in opencv3 cout << "\nStart GridFAST" << endl; clock_t gridFASTStart = clock(); vector gridFASTKP = gridFAST(testImg, numRetPoints, 7, 4); // change gridRows=7 and gridCols=4 parameters if necessary clock_t gridFASTTotalTime = double(clock() - gridFASTStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "Finish GridFAST in " << gridFASTTotalTime << " miliseconds." << endl; #endif cout << "\nBrown ANMS" << endl; clock_t brownStart = clock(); vector brownKP = brownANMS(keyPointsSorted, numRetPoints); clock_t brownTotalTime = double(clock() - brownStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "Brown ANMS " << brownTotalTime << " miliseconds." << endl; cout << "\nSDC ANMS" << endl; clock_t sdcStart = clock(); vector sdcKP = sdc(keyPointsSorted, numRetPoints, tolerance, testImg.cols, testImg.rows); clock_t sdcTotalTime = double(clock() - sdcStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "SDC ANMS " << sdcTotalTime << " miliseconds." << endl; cout << "\nStart K-d Tree ANMS" << endl; clock_t kdtreeStart = clock(); vector kdtreeKP = kdTree(keyPointsSorted, numRetPoints, tolerance, testImg.cols, testImg.rows); clock_t kdtreeTotalTime = double(clock() - kdtreeStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "Finish K-d Tree ANMS " << kdtreeTotalTime << " miliseconds." << endl; cout << "\nStart Range Tree ANMS" << endl; clock_t rangetreeStart = clock(); vector rangetreeKP = rangeTree( keyPointsSorted, numRetPoints, tolerance, testImg.cols, testImg.rows); clock_t rangetreeTotalTime = double(clock() - rangetreeStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "Finish Range Tree ANMS " << rangetreeTotalTime << " miliseconds." << endl; cout << "\nStart SSC ANMS" << endl; clock_t sscStart = clock(); vector sscKP = ssc(keyPointsSorted, numRetPoints, tolerance, testImg.cols, testImg.rows); clock_t sscTotalTime = double(clock() - sscStart) * 1000 / (double)CLOCKS_PER_SEC; cout << "Finish SSC ANMS " << sscTotalTime << " miliseconds." << endl; // results visualization VisualizeAll(testImg, topnKP, "TopN KeyPoints"); #if CV_MAJOR_VERSION < 3 VisualizeAll(testImg, gridFASTKP, "Grid FAST KeyPoints"); #endif VisualizeAll(testImg, brownKP, "Brown ANMS KeyPoints"); VisualizeAll(testImg, sdcKP, "SDC KeyPoints"); VisualizeAll(testImg, kdtreeKP, "K-d Tree KeyPoints"); VisualizeAll(testImg, rangetreeKP, "Range Tree KeyPoints"); VisualizeAll(testImg, sscKP, "SSC KeyPoints"); cv::waitKey(0); // Wait for a keystroke in the window return 0; }