|
|
|
#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()
|
|
|
|
{
|
|
|
|
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"
|
|
|
|
" ./camshiftdemo [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();
|
|
|
|
return 0;
|
|
|
|
}
|
|
|
|
int camNum = parser.get<int>(0);
|
|
|
|
cap.open(camNum);
|
|
|
|
|
|
|
|
if( !cap.isOpened() )
|
|
|
|
{
|
|
|
|
help();
|
|
|
|
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;
|
|
|
|
}
|