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- #include "opencv2/core/utility.hpp"
- #include "opencv2/core/ocl.hpp"
- #include "opencv2/video/tracking.hpp"
- #include "opencv2/imgproc.hpp"
- #include "opencv2/videoio.hpp"
- #include "opencv2/highgui.hpp"
- #include <iostream>
- #include <cctype>
- static cv::UMat image;
- static bool backprojMode = false;
- static bool selectObject = false;
- static int trackObject = 0;
- static bool showHist = true;
- static cv::Rect selection;
- static int vmin = 10, vmax = 256, smin = 30;
- static void onMouse(int event, int x, int y, int, void*)
- {
- static cv::Point origin;
- if (selectObject)
- {
- selection.x = std::min(x, origin.x);
- selection.y = std::min(y, origin.y);
- selection.width = std::abs(x - origin.x);
- selection.height = std::abs(y - origin.y);
- selection &= cv::Rect(0, 0, image.cols, image.rows);
- }
- switch (event)
- {
- case cv::EVENT_LBUTTONDOWN:
- origin = cv::Point(x, y);
- selection = cv::Rect(x, y, 0, 0);
- selectObject = true;
- break;
- case cv::EVENT_LBUTTONUP:
- selectObject = false;
- if (selection.width > 0 && selection.height > 0)
- trackObject = -1;
- break;
- default:
- break;
- }
- }
- static void help()
- {
- std::cout << "\nThis is a demo that shows mean-shift based tracking using Transparent API\n"
- "You select a color objects such as your face and it tracks it.\n"
- "This reads from video camera (0 by default, or the camera number the user enters\n"
- "Usage: \n"
- " ./camshiftdemo [camera number]\n";
- std::cout << "\n\nHot keys: \n"
- "\tESC - quit the program\n"
- "\ts - stop the tracking\n"
- "\tb - switch to/from backprojection view\n"
- "\th - show/hide object histogram\n"
- "\tp - pause video\n"
- "\tc - use OpenCL or not\n"
- "To initialize tracking, select the object with mouse\n";
- }
- int main(int argc, const char ** argv)
- {
- help();
- cv::VideoCapture cap;
- cv::Rect trackWindow;
- int hsize = 16;
- float hranges[2] = { 0, 180 };
- const char * const keys = { "{@camera_number| 0 | camera number}" };
- cv::CommandLineParser parser(argc, argv, keys);
- int camNum = parser.get<int>(0);
- cap.open(camNum);
- if (!cap.isOpened())
- {
- help();
- std::cout << "***Could not initialize capturing...***\n";
- std::cout << "Current parameter's value: \n";
- parser.printMessage();
- return EXIT_FAILURE;
- }
- cv::namedWindow("Histogram", cv::WINDOW_NORMAL);
- cv::namedWindow("CamShift Demo", cv::WINDOW_NORMAL);
- cv::setMouseCallback("CamShift Demo", onMouse);
- cv::createTrackbar("Vmin", "CamShift Demo", &vmin, 256);
- cv::createTrackbar("Vmax", "CamShift Demo", &vmax, 256);
- cv::createTrackbar("Smin", "CamShift Demo", &smin, 256);
- cv::Mat frame, histimg(200, 320, CV_8UC3, cv::Scalar::all(0));
- cv::UMat hsv, hist, hue, mask, backproj;
- bool paused = false;
- for ( ; ; )
- {
- if (!paused)
- {
- cap >> frame;
- if (frame.empty())
- break;
- }
- frame.copyTo(image);
- if (!paused)
- {
- cv::cvtColor(image, hsv, cv::COLOR_BGR2HSV);
- if (trackObject)
- {
- int _vmin = vmin, _vmax = vmax;
- cv::inRange(hsv, cv::Scalar(0, smin, std::min(_vmin, _vmax)),
- cv::Scalar(180, 256, std::max(_vmin, _vmax)), mask);
- int fromTo[2] = { 0,0 };
- hue.create(hsv.size(), hsv.depth());
- cv::mixChannels(std::vector<cv::UMat>(1, hsv), std::vector<cv::UMat>(1, hue), fromTo, 1);
- if (trackObject < 0)
- {
- cv::UMat roi(hue, selection), maskroi(mask, selection);
- cv::calcHist(std::vector<cv::Mat>(1, roi.getMat(cv::ACCESS_READ)), std::vector<int>(1, 0),
- maskroi, hist, std::vector<int>(1, hsize), std::vector<float>(hranges, hranges + 2));
- cv::normalize(hist, hist, 0, 255, cv::NORM_MINMAX);
- trackWindow = selection;
- trackObject = 1;
- histimg = cv::Scalar::all(0);
- int binW = histimg.cols / hsize;
- cv::Mat buf (1, hsize, CV_8UC3);
- for (int i = 0; i < hsize; i++)
- buf.at<cv::Vec3b>(i) = cv::Vec3b(cv::saturate_cast<uchar>(i*180./hsize), 255, 255);
- cv::cvtColor(buf, buf, cv::COLOR_HSV2BGR);
- {
- cv::Mat _hist = hist.getMat(cv::ACCESS_READ);
- for (int i = 0; i < hsize; i++)
- {
- int val = cv::saturate_cast<int>(_hist.at<float>(i)*histimg.rows/255);
- cv::rectangle(histimg, cv::Point(i*binW, histimg.rows),
- cv::Point((i+1)*binW, histimg.rows - val),
- cv::Scalar(buf.at<cv::Vec3b>(i)), -1, 8);
- }
- }
- }
- cv::calcBackProject(std::vector<cv::UMat>(1, hue), std::vector<int>(1, 0), hist, backproj,
- std::vector<float>(hranges, hranges + 2), 1.0);
- cv::bitwise_and(backproj, mask, backproj);
- cv::RotatedRect trackBox = cv::CamShift(backproj, trackWindow,
- cv::TermCriteria(cv::TermCriteria::EPS | cv::TermCriteria::COUNT, 10, 1));
- if (trackWindow.area() <= 1)
- {
- int cols = backproj.cols, rows = backproj.rows, r = (std::min(cols, rows) + 5)/6;
- trackWindow = cv::Rect(trackWindow.x - r, trackWindow.y - r,
- trackWindow.x + r, trackWindow.y + r) &
- cv::Rect(0, 0, cols, rows);
- }
- if (backprojMode)
- cv::cvtColor(backproj, image, cv::COLOR_GRAY2BGR);
- {
- cv::Mat _image = image.getMat(cv::ACCESS_RW);
- cv::ellipse(_image, trackBox, cv::Scalar(0, 0, 255), 3, cv::LINE_AA);
- }
- }
- }
- else if (trackObject < 0)
- paused = false;
- if (selectObject && selection.width > 0 && selection.height > 0)
- {
- cv::UMat roi(image, selection);
- cv::bitwise_not(roi, roi);
- }
- cv::imshow("CamShift Demo", image);
- if (showHist)
- cv::imshow("Histogram", histimg);
- char c = (char)cv::waitKey(10);
- if (c == 27)
- break;
- switch(c)
- {
- case 'b':
- backprojMode = !backprojMode;
- break;
- case 't':
- trackObject = 0;
- histimg = cv::Scalar::all(0);
- break;
- case 'h':
- showHist = !showHist;
- if (!showHist)
- cv::destroyWindow("Histogram");
- else
- cv::namedWindow("Histogram", cv::WINDOW_AUTOSIZE);
- break;
- case 'p':
- paused = !paused;
- break;
- case 'c':
- cv::ocl::setUseOpenCL(!cv::ocl::useOpenCL());
- default:
- break;
- }
- }
- return EXIT_SUCCESS;
- }
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