145 lines
4.7 KiB
C++
145 lines
4.7 KiB
C++
#include <opencv2/core/utility.hpp>
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#include <opencv2/tracking.hpp>
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#include <opencv2/videoio.hpp>
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#include <opencv2/highgui.hpp>
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#include <iostream>
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#include <cstring>
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#include <fstream>
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#include "samples_utility.hpp"
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using namespace std;
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using namespace cv;
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int main(int argc, char** argv)
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{
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// show help
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if (argc<2) {
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cout <<
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" Usage: example_tracking_csrt <video_name>\n"
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" examples:\n"
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" example_tracking_csrt Bolt/img/%04.jpg\n"
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" example_tracking_csrt Bolt/img/%04.jpg Bolt/grouondtruth.txt\n"
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" example_tracking_csrt faceocc2.webm\n"
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<< endl;
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return 0;
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}
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// create the tracker
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Ptr<TrackerCSRT> tracker = TrackerCSRT::create();
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// const char* param_file_path = "/home/amuhic/Workspace/3_dip/params.yml";
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// FileStorage fs(params_file_path, FileStorage::WRITE);
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// tracker->write(fs);
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// FileStorage fs(param_file_path, FileStorage::READ);
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// tracker->read( fs.root());
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// set input video
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std::string video = argv[1];
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VideoCapture cap(video);
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// and read first frame
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Mat frame;
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cap >> frame;
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// target bounding box
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Rect2d roi;
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if (argc > 2) {
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// read first line of ground-truth file
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std::string groundtruthPath = argv[2];
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std::ifstream gtIfstream(groundtruthPath.c_str());
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std::string gtLine;
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getline(gtIfstream, gtLine);
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gtIfstream.close();
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// parse the line by elements
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std::stringstream gtStream(gtLine);
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std::string element;
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std::vector<int> elements;
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while (std::getline(gtStream, element, ','))
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{
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elements.push_back(cvRound(std::atof(element.c_str())));
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}
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if (elements.size() == 4) {
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// ground-truth is rectangle
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roi = cv::Rect(elements[0], elements[1], elements[2], elements[3]);
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}
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else if (elements.size() == 8) {
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// ground-truth is polygon
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int xMin = cvRound(min(elements[0], min(elements[2], min(elements[4], elements[6]))));
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int yMin = cvRound(min(elements[1], min(elements[3], min(elements[5], elements[7]))));
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int xMax = cvRound(max(elements[0], max(elements[2], max(elements[4], elements[6]))));
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int yMax = cvRound(max(elements[1], max(elements[3], max(elements[5], elements[7]))));
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roi = cv::Rect(xMin, yMin, xMax - xMin, yMax - yMin);
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// create mask from polygon and set it to the tracker
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cv::Rect aaRect = cv::Rect(xMin, yMin, xMax - xMin, yMax - yMin);
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cout << aaRect.size() << endl;
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Mat mask = Mat::zeros(aaRect.size(), CV_8UC1);
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const int n = 4;
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std::vector<cv::Point> poly_points(n);
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//Translate x and y to rects start position
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int sx = aaRect.x;
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int sy = aaRect.y;
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for (int i = 0; i < n; ++i) {
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poly_points[i] = Point(elements[2 * i] - sx, elements[2 * i + 1] - sy);
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}
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cv::fillConvexPoly(mask, poly_points, Scalar(1.0), 8);
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mask.convertTo(mask, CV_32FC1);
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tracker->setInitialMask(mask);
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}
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else {
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std::cout << "Number of ground-truth elements is not 4 or 8." << std::endl;
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}
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}
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else {
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// second argument is not given - user selects target
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roi = selectROI("tracker", frame, true, false);
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}
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//quit if ROI was not selected
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if (roi.width == 0 || roi.height == 0)
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return 0;
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// initialize the tracker
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int64 t1 = cv::getTickCount();
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tracker->init(frame, roi);
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int64 t2 = cv::getTickCount();
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int64 tick_counter = t2 - t1;
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// do the tracking
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printf("Start the tracking process, press ESC to quit.\n");
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int frame_idx = 1;
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for (;;) {
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// get frame from the video
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cap >> frame;
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// stop the program if no more images
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if (frame.rows == 0 || frame.cols == 0)
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break;
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// update the tracking result
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t1 = cv::getTickCount();
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bool isfound = tracker->update(frame, roi);
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t2 = cv::getTickCount();
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tick_counter += t2 - t1;
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frame_idx++;
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if (!isfound) {
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cout << "The target has been lost...\n";
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waitKey(0);
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return 0;
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}
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// draw the tracked object and show the image
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rectangle(frame, roi, Scalar(255, 0, 0), 2, 1);
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imshow("tracker", frame);
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//quit on ESC button
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if (waitKey(1) == 27)break;
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}
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cout << "Elapsed sec: " << static_cast<double>(tick_counter) / cv::getTickFrequency() << endl;
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cout << "FPS: " << ((double)(frame_idx)) / (static_cast<double>(tick_counter) / cv::getTickFrequency()) << endl;
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}
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