2010-11-27 01:59:40 +08:00
|
|
|
#include "opencv2/video/tracking.hpp"
|
|
|
|
#include "opencv2/highgui/highgui.hpp"
|
2012-05-25 21:13:51 +08:00
|
|
|
#include "opencv2/imgproc/imgproc_c.h"
|
2010-05-12 01:44:00 +08:00
|
|
|
#include <time.h>
|
2010-12-03 08:29:27 +08:00
|
|
|
#include <stdio.h>
|
2011-05-14 04:01:36 +08:00
|
|
|
#include <ctype.h>
|
2010-05-12 01:44:00 +08:00
|
|
|
|
2010-12-03 08:29:27 +08:00
|
|
|
void help()
|
|
|
|
{
|
|
|
|
printf(
|
|
|
|
"\nThis program demonstrated the use of motion templates -- basically using the gradients\n"
|
|
|
|
"of thresholded layers of decaying frame differencing. New movements are stamped on top with floating system\n"
|
|
|
|
"time code and motions too old are thresholded away. This is the 'motion history file'. The program reads from the camera of your choice or from\n"
|
|
|
|
"a file. Gradients of motion history are used to detect direction of motoin etc\n"
|
2011-06-03 22:53:38 +08:00
|
|
|
"Usage :\n"
|
2010-12-03 08:29:27 +08:00
|
|
|
"./motempl [camera number 0-n or file name, default is camera 0]\n"
|
|
|
|
);
|
|
|
|
}
|
2010-05-12 01:44:00 +08:00
|
|
|
// various tracking parameters (in seconds)
|
|
|
|
const double MHI_DURATION = 1;
|
|
|
|
const double MAX_TIME_DELTA = 0.5;
|
|
|
|
const double MIN_TIME_DELTA = 0.05;
|
|
|
|
// number of cyclic frame buffer used for motion detection
|
|
|
|
// (should, probably, depend on FPS)
|
|
|
|
const int N = 4;
|
|
|
|
|
|
|
|
// ring image buffer
|
|
|
|
IplImage **buf = 0;
|
|
|
|
int last = 0;
|
|
|
|
|
|
|
|
// temporary images
|
|
|
|
IplImage *mhi = 0; // MHI
|
|
|
|
IplImage *orient = 0; // orientation
|
|
|
|
IplImage *mask = 0; // valid orientation mask
|
|
|
|
IplImage *segmask = 0; // motion segmentation map
|
|
|
|
CvMemStorage* storage = 0; // temporary storage
|
|
|
|
|
|
|
|
// parameters:
|
|
|
|
// img - input video frame
|
|
|
|
// dst - resultant motion picture
|
|
|
|
// args - optional parameters
|
|
|
|
void update_mhi( IplImage* img, IplImage* dst, int diff_threshold )
|
|
|
|
{
|
|
|
|
double timestamp = (double)clock()/CLOCKS_PER_SEC; // get current time in seconds
|
|
|
|
CvSize size = cvSize(img->width,img->height); // get current frame size
|
|
|
|
int i, idx1 = last, idx2;
|
|
|
|
IplImage* silh;
|
|
|
|
CvSeq* seq;
|
|
|
|
CvRect comp_rect;
|
|
|
|
double count;
|
|
|
|
double angle;
|
|
|
|
CvPoint center;
|
|
|
|
double magnitude;
|
|
|
|
CvScalar color;
|
|
|
|
|
|
|
|
// allocate images at the beginning or
|
|
|
|
// reallocate them if the frame size is changed
|
|
|
|
if( !mhi || mhi->width != size.width || mhi->height != size.height ) {
|
|
|
|
if( buf == 0 ) {
|
|
|
|
buf = (IplImage**)malloc(N*sizeof(buf[0]));
|
|
|
|
memset( buf, 0, N*sizeof(buf[0]));
|
|
|
|
}
|
|
|
|
|
|
|
|
for( i = 0; i < N; i++ ) {
|
|
|
|
cvReleaseImage( &buf[i] );
|
|
|
|
buf[i] = cvCreateImage( size, IPL_DEPTH_8U, 1 );
|
|
|
|
cvZero( buf[i] );
|
|
|
|
}
|
|
|
|
cvReleaseImage( &mhi );
|
|
|
|
cvReleaseImage( &orient );
|
|
|
|
cvReleaseImage( &segmask );
|
|
|
|
cvReleaseImage( &mask );
|
|
|
|
|
|
|
|
mhi = cvCreateImage( size, IPL_DEPTH_32F, 1 );
|
|
|
|
cvZero( mhi ); // clear MHI at the beginning
|
|
|
|
orient = cvCreateImage( size, IPL_DEPTH_32F, 1 );
|
|
|
|
segmask = cvCreateImage( size, IPL_DEPTH_32F, 1 );
|
|
|
|
mask = cvCreateImage( size, IPL_DEPTH_8U, 1 );
|
|
|
|
}
|
|
|
|
|
|
|
|
cvCvtColor( img, buf[last], CV_BGR2GRAY ); // convert frame to grayscale
|
|
|
|
|
|
|
|
idx2 = (last + 1) % N; // index of (last - (N-1))th frame
|
|
|
|
last = idx2;
|
|
|
|
|
|
|
|
silh = buf[idx2];
|
|
|
|
cvAbsDiff( buf[idx1], buf[idx2], silh ); // get difference between frames
|
|
|
|
|
|
|
|
cvThreshold( silh, silh, diff_threshold, 1, CV_THRESH_BINARY ); // and threshold it
|
|
|
|
cvUpdateMotionHistory( silh, mhi, timestamp, MHI_DURATION ); // update MHI
|
|
|
|
|
|
|
|
// convert MHI to blue 8u image
|
|
|
|
cvCvtScale( mhi, mask, 255./MHI_DURATION,
|
|
|
|
(MHI_DURATION - timestamp)*255./MHI_DURATION );
|
|
|
|
cvZero( dst );
|
|
|
|
cvMerge( mask, 0, 0, 0, dst );
|
|
|
|
|
|
|
|
// calculate motion gradient orientation and valid orientation mask
|
|
|
|
cvCalcMotionGradient( mhi, mask, orient, MAX_TIME_DELTA, MIN_TIME_DELTA, 3 );
|
|
|
|
|
|
|
|
if( !storage )
|
|
|
|
storage = cvCreateMemStorage(0);
|
|
|
|
else
|
|
|
|
cvClearMemStorage(storage);
|
|
|
|
|
|
|
|
// segment motion: get sequence of motion components
|
|
|
|
// segmask is marked motion components map. It is not used further
|
|
|
|
seq = cvSegmentMotion( mhi, segmask, storage, timestamp, MAX_TIME_DELTA );
|
|
|
|
|
|
|
|
// iterate through the motion components,
|
|
|
|
// One more iteration (i == -1) corresponds to the whole image (global motion)
|
|
|
|
for( i = -1; i < seq->total; i++ ) {
|
|
|
|
|
|
|
|
if( i < 0 ) { // case of the whole image
|
|
|
|
comp_rect = cvRect( 0, 0, size.width, size.height );
|
|
|
|
color = CV_RGB(255,255,255);
|
|
|
|
magnitude = 100;
|
|
|
|
}
|
|
|
|
else { // i-th motion component
|
|
|
|
comp_rect = ((CvConnectedComp*)cvGetSeqElem( seq, i ))->rect;
|
|
|
|
if( comp_rect.width + comp_rect.height < 100 ) // reject very small components
|
|
|
|
continue;
|
|
|
|
color = CV_RGB(255,0,0);
|
|
|
|
magnitude = 30;
|
|
|
|
}
|
|
|
|
|
|
|
|
// select component ROI
|
|
|
|
cvSetImageROI( silh, comp_rect );
|
|
|
|
cvSetImageROI( mhi, comp_rect );
|
|
|
|
cvSetImageROI( orient, comp_rect );
|
|
|
|
cvSetImageROI( mask, comp_rect );
|
|
|
|
|
|
|
|
// calculate orientation
|
|
|
|
angle = cvCalcGlobalOrientation( orient, mask, mhi, timestamp, MHI_DURATION);
|
|
|
|
angle = 360.0 - angle; // adjust for images with top-left origin
|
|
|
|
|
|
|
|
count = cvNorm( silh, 0, CV_L1, 0 ); // calculate number of points within silhouette ROI
|
|
|
|
|
|
|
|
cvResetImageROI( mhi );
|
|
|
|
cvResetImageROI( orient );
|
|
|
|
cvResetImageROI( mask );
|
|
|
|
cvResetImageROI( silh );
|
|
|
|
|
|
|
|
// check for the case of little motion
|
|
|
|
if( count < comp_rect.width*comp_rect.height * 0.05 )
|
|
|
|
continue;
|
|
|
|
|
|
|
|
// draw a clock with arrow indicating the direction
|
|
|
|
center = cvPoint( (comp_rect.x + comp_rect.width/2),
|
|
|
|
(comp_rect.y + comp_rect.height/2) );
|
|
|
|
|
|
|
|
cvCircle( dst, center, cvRound(magnitude*1.2), color, 3, CV_AA, 0 );
|
|
|
|
cvLine( dst, center, cvPoint( cvRound( center.x + magnitude*cos(angle*CV_PI/180)),
|
|
|
|
cvRound( center.y - magnitude*sin(angle*CV_PI/180))), color, 3, CV_AA, 0 );
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
int main(int argc, char** argv)
|
|
|
|
{
|
|
|
|
IplImage* motion = 0;
|
|
|
|
CvCapture* capture = 0;
|
2011-06-03 22:53:38 +08:00
|
|
|
|
2010-12-03 08:29:27 +08:00
|
|
|
help();
|
2011-06-03 22:53:38 +08:00
|
|
|
|
2010-05-12 01:44:00 +08:00
|
|
|
if( argc == 1 || (argc == 2 && strlen(argv[1]) == 1 && isdigit(argv[1][0])))
|
|
|
|
capture = cvCaptureFromCAM( argc == 2 ? argv[1][0] - '0' : 0 );
|
|
|
|
else if( argc == 2 )
|
|
|
|
capture = cvCaptureFromFile( argv[1] );
|
|
|
|
|
|
|
|
if( capture )
|
|
|
|
{
|
|
|
|
cvNamedWindow( "Motion", 1 );
|
|
|
|
|
|
|
|
for(;;)
|
|
|
|
{
|
|
|
|
IplImage* image = cvQueryFrame( capture );
|
|
|
|
if( !image )
|
|
|
|
break;
|
|
|
|
|
|
|
|
if( !motion )
|
|
|
|
{
|
|
|
|
motion = cvCreateImage( cvSize(image->width,image->height), 8, 3 );
|
|
|
|
cvZero( motion );
|
|
|
|
motion->origin = image->origin;
|
|
|
|
}
|
|
|
|
|
|
|
|
update_mhi( image, motion, 30 );
|
|
|
|
cvShowImage( "Motion", motion );
|
|
|
|
|
|
|
|
if( cvWaitKey(10) >= 0 )
|
|
|
|
break;
|
|
|
|
}
|
|
|
|
cvReleaseCapture( &capture );
|
|
|
|
cvDestroyWindow( "Motion" );
|
|
|
|
}
|
|
|
|
|
|
|
|
return 0;
|
|
|
|
}
|
|
|
|
|
|
|
|
#ifdef _EiC
|
|
|
|
main(1,"motempl.c");
|
|
|
|
#endif
|