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@ -1,6 +1,8 @@ |
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#include <opencv2/features2d.hpp> |
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#include <opencv2/features2d.hpp> |
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#include <opencv2/videoio.hpp> |
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#include <opencv2/videoio.hpp> |
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#include <opencv2/opencv.hpp> |
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#include <opencv2/opencv.hpp> |
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#include <opencv2/tracking.hpp> //for ROI |
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#include <opencv2/highgui.hpp> //for imshow |
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#include <vector> |
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#include <vector> |
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#include <iostream> |
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#include <iostream> |
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#include <iomanip> |
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#include <iomanip> |
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@ -17,6 +19,7 @@ const double nn_match_ratio = 0.8f; // Nearest-neighbour matching ratio |
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const int bb_min_inliers = 100; // Minimal number of inliers to draw bounding box
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const int bb_min_inliers = 100; // Minimal number of inliers to draw bounding box
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const int stats_update_period = 10; // On-screen statistics are updated every 10 frames
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const int stats_update_period = 10; // On-screen statistics are updated every 10 frames
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namespace example { |
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class Tracker |
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class Tracker |
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{ |
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{ |
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public: |
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public: |
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@ -40,12 +43,22 @@ protected: |
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void Tracker::setFirstFrame(const Mat frame, vector<Point2f> bb, string title, Stats& stats) |
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void Tracker::setFirstFrame(const Mat frame, vector<Point2f> bb, string title, Stats& stats) |
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{ |
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{ |
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cv::Point *ptMask = new cv::Point[bb.size()]; |
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const Point* ptContain = { &ptMask[0] }; |
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int iSize = static_cast<int>(bb.size()); |
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for (size_t i=0; i<bb.size(); i++) { |
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ptMask[i].x = static_cast<int>(bb[i].x); |
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ptMask[i].y = static_cast<int>(bb[i].y); |
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} |
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first_frame = frame.clone(); |
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first_frame = frame.clone(); |
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detector->detectAndCompute(first_frame, noArray(), first_kp, first_desc); |
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cv::Mat matMask = cv::Mat::zeros(frame.size(), CV_8UC1); |
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cv::fillPoly(matMask, &ptContain, &iSize, 1, cv::Scalar::all(255)); |
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detector->detectAndCompute(first_frame, matMask, first_kp, first_desc); |
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stats.keypoints = (int)first_kp.size(); |
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stats.keypoints = (int)first_kp.size(); |
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drawBoundingBox(first_frame, bb); |
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drawBoundingBox(first_frame, bb); |
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putText(first_frame, title, Point(0, 60), FONT_HERSHEY_PLAIN, 5, Scalar::all(0), 4); |
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putText(first_frame, title, Point(0, 60), FONT_HERSHEY_PLAIN, 5, Scalar::all(0), 4); |
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object_bb = bb; |
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object_bb = bb; |
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delete ptMask; |
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} |
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} |
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Mat Tracker::process(const Mat frame, Stats& stats) |
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Mat Tracker::process(const Mat frame, Stats& stats) |
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@ -104,17 +117,35 @@ Mat Tracker::process(const Mat frame, Stats& stats) |
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Scalar(255, 0, 0), Scalar(255, 0, 0)); |
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Scalar(255, 0, 0), Scalar(255, 0, 0)); |
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return res; |
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return res; |
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} |
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} |
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} |
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int main(int argc, char **argv) |
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int main(int argc, char **argv) |
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{ |
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{ |
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if(argc < 4) { |
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if(argc < 3) { |
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cerr << "Usage: " << endl << |
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cerr << "Usage: " << endl |
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"akaze_track input_path output_path bounding_box" << endl; |
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<< "akaze_track input_path output_path [bounding_box_path]" << endl |
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<< " (for camera input_path=N for camera N)" << endl; |
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return 1; |
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return 1; |
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} |
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} |
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VideoCapture video_in(argv[1]); |
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VideoWriter video_out(argv[2], |
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std::string video_name = argv[1]; |
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(int)video_in.get(CAP_PROP_FOURCC), |
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std::stringstream ssFormat; |
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ssFormat << atoi(argv[1]); |
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VideoCapture video_in; |
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int iFourCC = 0, frame_count = 0; |
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if (video_name.compare(ssFormat.str())==0) { //test str==str(num)
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video_in.open(atoi(argv[1])); |
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cerr << "Capturing for 10 seconds from camera..." << endl; |
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iFourCC = CV_FOURCC('D', 'I', 'V', 'X'); //default to mp4 (sample)
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frame_count = 10*static_cast<int>(video_in.get(CAP_PROP_FPS)); |
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} |
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else { |
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video_in.open(video_name); |
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iFourCC = static_cast<int>(video_in.get(CAP_PROP_FOURCC)); |
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frame_count = static_cast<int>(video_in.get(CAP_PROP_FRAME_COUNT)); |
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} |
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VideoWriter video_out(argv[2], iFourCC, |
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(int)video_in.get(CAP_PROP_FPS), |
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(int)video_in.get(CAP_PROP_FPS), |
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Size(2 * (int)video_in.get(CAP_PROP_FRAME_WIDTH), |
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Size(2 * (int)video_in.get(CAP_PROP_FRAME_WIDTH), |
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2 * (int)video_in.get(CAP_PROP_FRAME_HEIGHT))); |
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2 * (int)video_in.get(CAP_PROP_FRAME_HEIGHT))); |
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@ -128,34 +159,43 @@ int main(int argc, char **argv) |
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return 1; |
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return 1; |
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} |
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} |
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vector<Point2f> bb; |
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FileStorage fs(argv[3], FileStorage::READ); |
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if(fs["bounding_box"].empty()) { |
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cerr << "Couldn't read bounding_box from " << argv[3] << endl; |
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return 1; |
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} |
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fs["bounding_box"] >> bb; |
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Stats stats, akaze_stats, orb_stats; |
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Stats stats, akaze_stats, orb_stats; |
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Ptr<AKAZE> akaze = AKAZE::create(); |
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Ptr<AKAZE> akaze = AKAZE::create(); |
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akaze->setThreshold(akaze_thresh); |
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akaze->setThreshold(akaze_thresh); |
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Ptr<ORB> orb = ORB::create(); |
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Ptr<ORB> orb = ORB::create(); |
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orb->setMaxFeatures(stats.keypoints); |
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Ptr<DescriptorMatcher> matcher = DescriptorMatcher::create("BruteForce-Hamming"); |
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Ptr<DescriptorMatcher> matcher = DescriptorMatcher::create("BruteForce-Hamming"); |
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Tracker akaze_tracker(akaze, matcher); |
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example::Tracker akaze_tracker(akaze, matcher); |
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Tracker orb_tracker(orb, matcher); |
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example::Tracker orb_tracker(orb, matcher); |
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Mat frame; |
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Mat frame; |
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video_in >> frame; |
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video_in >> frame; |
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vector<Point2f> bb; |
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if (argc < 4) { //attempt to alow GUI selection
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cv::Rect2d uBox = selectROI(video_name, frame); |
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bb.push_back(cv::Point2f(static_cast<float>(uBox.x), static_cast<float>(uBox.y))); |
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bb.push_back(cv::Point2f(static_cast<float>(uBox.x+uBox.width), static_cast<float>(uBox.y))); |
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bb.push_back(cv::Point2f(static_cast<float>(uBox.x+uBox.width), static_cast<float>(uBox.y+uBox.height))); |
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bb.push_back(cv::Point2f(static_cast<float>(uBox.x), static_cast<float>(uBox.y+uBox.height))); |
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} |
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else { |
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FileStorage fs(argv[3], FileStorage::READ); |
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if(fs["bounding_box"].empty()) { |
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cerr << "Couldn't read bounding_box from " << argv[3] << endl; |
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return 1; |
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} |
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fs["bounding_box"] >> bb; |
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} |
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akaze_tracker.setFirstFrame(frame, bb, "AKAZE", stats); |
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akaze_tracker.setFirstFrame(frame, bb, "AKAZE", stats); |
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orb_tracker.setFirstFrame(frame, bb, "ORB", stats); |
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orb_tracker.setFirstFrame(frame, bb, "ORB", stats); |
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Stats akaze_draw_stats, orb_draw_stats; |
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Stats akaze_draw_stats, orb_draw_stats; |
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int frame_count = (int)video_in.get(CAP_PROP_FRAME_COUNT); |
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Mat akaze_res, orb_res, res_frame; |
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Mat akaze_res, orb_res, res_frame; |
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for(int i = 1; i < frame_count; i++) { |
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int i = 1; |
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for(i = 1; i < frame_count; i++) { |
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bool update_stats = (i % stats_update_period == 0); |
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bool update_stats = (i % stats_update_period == 0); |
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video_in >> frame; |
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video_in >> frame; |
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// stop the program if no more images
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if(frame.rows==0 || frame.cols==0) break; |
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akaze_res = akaze_tracker.process(frame, stats); |
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akaze_res = akaze_tracker.process(frame, stats); |
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akaze_stats += stats; |
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akaze_stats += stats; |
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@ -174,10 +214,14 @@ int main(int argc, char **argv) |
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drawStatistics(orb_res, orb_draw_stats); |
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drawStatistics(orb_res, orb_draw_stats); |
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vconcat(akaze_res, orb_res, res_frame); |
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vconcat(akaze_res, orb_res, res_frame); |
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video_out << res_frame; |
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video_out << res_frame; |
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cv::imshow(video_name, res_frame); |
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if (i==1) //resize for easier display
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cv::resizeWindow(video_name, frame.cols, frame.rows); |
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if(cv::waitKey(1)==27)break; //quit on ESC button
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cout << i << "/" << frame_count - 1 << endl; |
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cout << i << "/" << frame_count - 1 << endl; |
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} |
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} |
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akaze_stats /= frame_count - 1; |
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akaze_stats /= i - 1; |
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orb_stats /= frame_count - 1; |
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orb_stats /= i - 1; |
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printStatistics("AKAZE", akaze_stats); |
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printStatistics("AKAZE", akaze_stats); |
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printStatistics("ORB", orb_stats); |
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printStatistics("ORB", orb_stats); |
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return 0; |
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return 0; |
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