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Open Source Computer Vision Library
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211 lines
6.1 KiB
211 lines
6.1 KiB
#include "opencv2/video/tracking.hpp" |
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#include "opencv2/imgproc/imgproc.hpp" |
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#include "opencv2/highgui/highgui.hpp" |
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#include <iostream> |
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#include <ctype.h> |
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using namespace cv; |
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using namespace std; |
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Mat image; |
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bool backprojMode = false; |
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bool selectObject = false; |
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int trackObject = 0; |
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bool showHist = true; |
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Point origin; |
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Rect selection; |
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int vmin = 10, vmax = 256, smin = 30; |
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void onMouse( int event, int x, int y, int, void* ) |
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{ |
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if( selectObject ) |
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{ |
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selection.x = MIN(x, origin.x); |
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selection.y = MIN(y, origin.y); |
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selection.width = std::abs(x - origin.x); |
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selection.height = std::abs(y - origin.y); |
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selection &= Rect(0, 0, image.cols, image.rows); |
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} |
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switch( event ) |
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{ |
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case CV_EVENT_LBUTTONDOWN: |
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origin = Point(x,y); |
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selection = Rect(x,y,0,0); |
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selectObject = true; |
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break; |
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case CV_EVENT_LBUTTONUP: |
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selectObject = false; |
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if( selection.width > 0 && selection.height > 0 ) |
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trackObject = -1; |
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break; |
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} |
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} |
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void help() |
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{ |
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cout << "\nThis is a demo that shows mean-shift based tracking\n" |
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"You select a color objects such as your face and it tracks it.\n" |
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"This reads from video camera (0 by default, or the camera number the user enters\n" |
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"Usage: \n" |
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" ./camshiftdemo [camera number]\n"; |
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cout << "\n\nHot keys: \n" |
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"\tESC - quit the program\n" |
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"\tc - stop the tracking\n" |
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"\tb - switch to/from backprojection view\n" |
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"\th - show/hide object histogram\n" |
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"\tp - pause video\n" |
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"To initialize tracking, select the object with mouse\n"; |
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} |
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const char* keys = |
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{ |
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"{1| | 0 | camera number}" |
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}; |
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int main( int argc, const char** argv ) |
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{ |
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help(); |
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VideoCapture cap; |
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Rect trackWindow; |
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RotatedRect trackBox; |
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int hsize = 16; |
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float hranges[] = {0,180}; |
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const float* phranges = hranges; |
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CommandLineParser parser(argc, argv, keys); |
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int camNum = parser.get<int>("1"); |
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cap.open(camNum); |
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if( !cap.isOpened() ) |
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{ |
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help(); |
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cout << "***Could not initialize capturing...***\n"; |
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cout << "Current parameter's value: \n"; |
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parser.printParams(); |
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return -1; |
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} |
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namedWindow( "Histogram", 0 ); |
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namedWindow( "CamShift Demo", 0 ); |
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setMouseCallback( "CamShift Demo", onMouse, 0 ); |
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createTrackbar( "Vmin", "CamShift Demo", &vmin, 256, 0 ); |
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createTrackbar( "Vmax", "CamShift Demo", &vmax, 256, 0 ); |
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createTrackbar( "Smin", "CamShift Demo", &smin, 256, 0 ); |
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Mat frame, hsv, hue, mask, hist, histimg = Mat::zeros(200, 320, CV_8UC3), backproj; |
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bool paused = false; |
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for(;;) |
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{ |
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if( !paused ) |
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{ |
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cap >> frame; |
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if( frame.empty() ) |
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break; |
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} |
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frame.copyTo(image); |
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if( !paused ) |
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{ |
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cvtColor(image, hsv, CV_BGR2HSV); |
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if( trackObject ) |
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{ |
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int _vmin = vmin, _vmax = vmax; |
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inRange(hsv, Scalar(0, smin, MIN(_vmin,_vmax)), |
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Scalar(180, 256, MAX(_vmin, _vmax)), mask); |
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int ch[] = {0, 0}; |
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hue.create(hsv.size(), hsv.depth()); |
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mixChannels(&hsv, 1, &hue, 1, ch, 1); |
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if( trackObject < 0 ) |
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{ |
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Mat roi(hue, selection), maskroi(mask, selection); |
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calcHist(&roi, 1, 0, maskroi, hist, 1, &hsize, &phranges); |
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normalize(hist, hist, 0, 255, CV_MINMAX); |
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trackWindow = selection; |
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trackObject = 1; |
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histimg = Scalar::all(0); |
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int binW = histimg.cols / hsize; |
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Mat buf(1, hsize, CV_8UC3); |
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for( int i = 0; i < hsize; i++ ) |
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buf.at<Vec3b>(i) = Vec3b(saturate_cast<uchar>(i*180./hsize), 255, 255); |
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cvtColor(buf, buf, CV_HSV2BGR); |
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for( int i = 0; i < hsize; i++ ) |
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{ |
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int val = saturate_cast<int>(hist.at<float>(i)*histimg.rows/255); |
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rectangle( histimg, Point(i*binW,histimg.rows), |
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Point((i+1)*binW,histimg.rows - val), |
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Scalar(buf.at<Vec3b>(i)), -1, 8 ); |
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} |
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} |
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calcBackProject(&hue, 1, 0, hist, backproj, &phranges); |
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backproj &= mask; |
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RotatedRect trackBox = CamShift(backproj, trackWindow, |
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TermCriteria( CV_TERMCRIT_EPS | CV_TERMCRIT_ITER, 10, 1 )); |
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if( trackWindow.area() <= 1 ) |
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{ |
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int cols = backproj.cols, rows = backproj.rows, r = (MIN(cols, rows) + 5)/6; |
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trackWindow = Rect(trackWindow.x - r, trackWindow.y - r, |
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trackWindow.x + r, trackWindow.y + r) & |
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Rect(0, 0, cols, rows); |
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} |
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if( backprojMode ) |
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cvtColor( backproj, image, CV_GRAY2BGR ); |
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ellipse( image, trackBox, Scalar(0,0,255), 3, CV_AA ); |
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} |
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} |
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else if( trackObject < 0 ) |
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paused = false; |
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if( selectObject && selection.width > 0 && selection.height > 0 ) |
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{ |
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Mat roi(image, selection); |
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bitwise_not(roi, roi); |
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} |
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imshow( "CamShift Demo", image ); |
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imshow( "Histogram", histimg ); |
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char c = (char)waitKey(10); |
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if( c == 27 ) |
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break; |
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switch(c) |
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{ |
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case 'b': |
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backprojMode = !backprojMode; |
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break; |
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case 'c': |
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trackObject = 0; |
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histimg = Scalar::all(0); |
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break; |
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case 'h': |
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showHist = !showHist; |
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if( !showHist ) |
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destroyWindow( "Histogram" ); |
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else |
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namedWindow( "Histogram", 1 ); |
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break; |
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case 'p': |
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paused = !paused; |
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break; |
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default: |
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; |
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} |
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} |
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return 0; |
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}
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