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- #include "opencv2/core/utility.hpp"
- #include "opencv2/video/tracking.hpp"
- #include "opencv2/imgproc.hpp"
- #include "opencv2/videoio.hpp"
- #include "opencv2/highgui.hpp"
- #include <iostream>
- #include <ctype.h>
- using namespace cv;
- using namespace std;
- Mat image;
- bool backprojMode = false;
- bool selectObject = false;
- int trackObject = 0;
- bool showHist = true;
- Point origin;
- Rect selection;
- int vmin = 10, vmax = 256, smin = 30;
- // User draws box around object to track. This triggers CAMShift to start tracking
- static void onMouse( int event, int x, int y, int, void* )
- {
- if( selectObject )
- {
- selection.x = MIN(x, origin.x);
- selection.y = MIN(y, origin.y);
- selection.width = std::abs(x - origin.x);
- selection.height = std::abs(y - origin.y);
- selection &= Rect(0, 0, image.cols, image.rows);
- }
- switch( event )
- {
- case EVENT_LBUTTONDOWN:
- origin = Point(x,y);
- selection = Rect(x,y,0,0);
- selectObject = true;
- break;
- case EVENT_LBUTTONUP:
- selectObject = false;
- if( selection.width > 0 && selection.height > 0 )
- trackObject = -1; // Set up CAMShift properties in main() loop
- break;
- }
- }
- string hot_keys =
- "\n\nHot keys: \n"
- "\tESC - quit the program\n"
- "\tc - stop the tracking\n"
- "\tb - switch to/from backprojection view\n"
- "\th - show/hide object histogram\n"
- "\tp - pause video\n"
- "To initialize tracking, select the object with mouse\n";
- static void help(const char** argv)
- {
- cout << "\nThis is a demo that shows mean-shift based tracking\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\t";
- cout << argv[0] << " [camera number]\n";
- cout << hot_keys;
- }
- const char* keys =
- {
- "{help h | | show help message}{@camera_number| 0 | camera number}"
- };
- int main( int argc, const char** argv )
- {
- VideoCapture cap;
- Rect trackWindow;
- int hsize = 16;
- float hranges[] = {0,180};
- const float* phranges = hranges;
- CommandLineParser parser(argc, argv, keys);
- if (parser.has("help"))
- {
- help(argv);
- return 0;
- }
- int camNum = parser.get<int>(0);
- cap.open(camNum);
- if( !cap.isOpened() )
- {
- help(argv);
- cout << "***Could not initialize capturing...***\n";
- cout << "Current parameter's value: \n";
- parser.printMessage();
- return -1;
- }
- cout << hot_keys;
- namedWindow( "Histogram", 0 );
- namedWindow( "CamShift Demo", 0 );
- setMouseCallback( "CamShift Demo", onMouse, 0 );
- createTrackbar( "Vmin", "CamShift Demo", &vmin, 256, 0 );
- createTrackbar( "Vmax", "CamShift Demo", &vmax, 256, 0 );
- createTrackbar( "Smin", "CamShift Demo", &smin, 256, 0 );
- Mat frame, hsv, hue, mask, hist, histimg = Mat::zeros(200, 320, CV_8UC3), backproj;
- bool paused = false;
- for(;;)
- {
- if( !paused )
- {
- cap >> frame;
- if( frame.empty() )
- break;
- }
- frame.copyTo(image);
- if( !paused )
- {
- cvtColor(image, hsv, COLOR_BGR2HSV);
- if( trackObject )
- {
- int _vmin = vmin, _vmax = vmax;
- inRange(hsv, Scalar(0, smin, MIN(_vmin,_vmax)),
- Scalar(180, 256, MAX(_vmin, _vmax)), mask);
- int ch[] = {0, 0};
- hue.create(hsv.size(), hsv.depth());
- mixChannels(&hsv, 1, &hue, 1, ch, 1);
- if( trackObject < 0 )
- {
- // Object has been selected by user, set up CAMShift search properties once
- Mat roi(hue, selection), maskroi(mask, selection);
- calcHist(&roi, 1, 0, maskroi, hist, 1, &hsize, &phranges);
- normalize(hist, hist, 0, 255, NORM_MINMAX);
- trackWindow = selection;
- trackObject = 1; // Don't set up again, unless user selects new ROI
- histimg = Scalar::all(0);
- int binW = histimg.cols / hsize;
- Mat buf(1, hsize, CV_8UC3);
- for( int i = 0; i < hsize; i++ )
- buf.at<Vec3b>(i) = Vec3b(saturate_cast<uchar>(i*180./hsize), 255, 255);
- cvtColor(buf, buf, COLOR_HSV2BGR);
- for( int i = 0; i < hsize; i++ )
- {
- int val = saturate_cast<int>(hist.at<float>(i)*histimg.rows/255);
- rectangle( histimg, Point(i*binW,histimg.rows),
- Point((i+1)*binW,histimg.rows - val),
- Scalar(buf.at<Vec3b>(i)), -1, 8 );
- }
- }
- // Perform CAMShift
- calcBackProject(&hue, 1, 0, hist, backproj, &phranges);
- backproj &= mask;
- RotatedRect trackBox = CamShift(backproj, trackWindow,
- TermCriteria( TermCriteria::EPS | TermCriteria::COUNT, 10, 1 ));
- if( trackWindow.area() <= 1 )
- {
- int cols = backproj.cols, rows = backproj.rows, r = (MIN(cols, rows) + 5)/6;
- trackWindow = Rect(trackWindow.x - r, trackWindow.y - r,
- trackWindow.x + r, trackWindow.y + r) &
- Rect(0, 0, cols, rows);
- }
- if( backprojMode )
- cvtColor( backproj, image, COLOR_GRAY2BGR );
- ellipse( image, trackBox, Scalar(0,0,255), 3, LINE_AA );
- }
- }
- else if( trackObject < 0 )
- paused = false;
- if( selectObject && selection.width > 0 && selection.height > 0 )
- {
- Mat roi(image, selection);
- bitwise_not(roi, roi);
- }
- imshow( "CamShift Demo", image );
- imshow( "Histogram", histimg );
- char c = (char)waitKey(10);
- if( c == 27 )
- break;
- switch(c)
- {
- case 'b':
- backprojMode = !backprojMode;
- break;
- case 'c':
- trackObject = 0;
- histimg = Scalar::all(0);
- break;
- case 'h':
- showHist = !showHist;
- if( !showHist )
- destroyWindow( "Histogram" );
- else
- namedWindow( "Histogram", 1 );
- break;
- case 'p':
- paused = !paused;
- break;
- default:
- ;
- }
- }
- return 0;
- }
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