I am doing a real time motion detection program. I find that there are a lot of contour made in my different image after i used background subtraction method . i would like to ask is there any method that can merge these contour together or make a larger rect contain all the contours?
the case now i have been done
http://singhgaganpreet.files.wordpress.com/2012/07/motioncolour.jpg
My code is here
#include <iostream>
#include <OpenCV/cv.h>
#include <OPenCV/highgui.h>
using namespace cv;
using namespace std;
CvRect rect;
CvSeq* contours = 0;
CvMemStorage* storage = NULL;
CvCapture *cam;
IplImage *currentFrame, *currentFrame_grey, *differenceImg, *oldFrame_grey;
bool first = true;
int main(int argc, char* argv[])
{
//Create a new movie capture object.
cam = cvCaptureFromCAM(0);
//create storage for contours
storage = cvCreateMemStorage(0);
//capture current frame from webcam
currentFrame = cvQueryFrame(cam);
//Size of the image.
CvSize imgSize;
imgSize.width = currentFrame->width;
imgSize.height = currentFrame->height;
//Images to use in the program.
currentFrame_grey = cvCreateImage( imgSize, IPL_DEPTH_8U, 1);
while(1)
{
currentFrame = cvQueryFrame( cam );
if( !currentFrame ) break;
//Convert the image to grayscale.
cvCvtColor(currentFrame,currentFrame_grey,CV_RGB2GRAY);
if(first) //Capturing Background for the first time
{
differenceImg = cvCloneImage(currentFrame_grey);
oldFrame_grey = cvCloneImage(currentFrame_grey);
cvConvertScale(currentFrame_grey, oldFrame_grey, 1.0, 0.0);
first = false;
continue;
}
//Minus the current frame from the moving average.
cvAbsDiff(oldFrame_grey,currentFrame_grey,differenceImg);
//bluring the differnece image
cvSmooth(differenceImg, differenceImg, CV_BLUR);
//apply threshold to discard small unwanted movements
cvThreshold(differenceImg, differenceImg, 25, 255, CV_THRESH_BINARY);
//find contours
cvFindContours( differenceImg, storage, &contours );
//draw bounding box around each contour
for(; contours!=0; contours = contours->h_next)
{
rect = cvBoundingRect(contours, 0); //extract bounding box for current contour
//drawing rectangle
cvRectangle(currentFrame,
cvPoint(rect.x, rect.y),
cvPoint(rect.x+rect.width, rect.y+rect.height),
cvScalar(0, 0, 255, 0),
2, 8, 0);
}
//display colour image with bounding box
cvShowImage("Output Image", currentFrame);
//display threshold image
cvShowImage("Difference image", differenceImg);
//New Background
cvConvertScale(currentFrame_grey, oldFrame_grey, 1.0, 0.0);
//clear memory and contours
cvClearMemStorage( storage );
contours = 0;
//press Esc to exit
char c = cvWaitKey(33);
if( c == 27 ) break;
}
// Destroy the image & movies objects
cvReleaseImage(&oldFrame_grey);
cvReleaseImage(&differenceImg);
cvReleaseImage(¤tFrame);
cvReleaseImage(¤tFrame_grey);
//cvReleaseCapture(&cam);
return 0;
}
Did you try this?
std::vector<cv::Point> points;
points.insert(points.end(), contour1.begin(), contour1.end());
points.insert(points.end(), contour2.begin(), contour2.end());
convexHull(cv::Mat(points), contour);
PS. For some applications, it may be better to use approxPoly() rather than convexHull(). Just try both.
PPS. Try smoothing the resulting contour with gaussian. It also can be helpful.
I came across a similar problem. In my case I created an empty sequence then I filled it with the points of each contour, after that I fitted a bounding ellipse with that sequence. Here is my code segment...
CvMemStorage *storage = cvCreateMemStorage ();
CvMemStorage *storage1 = cvCreateMemStorage ();
CvSeq *contours = 0;
//find contour in BInv
cvFindContours (BInv, storage, &contours, sizeof(CvContour), CV_RETR_LIST,CV_CHAIN_APPROX_NONE ,cvPoint(0,0));
//creating empty sequence of CvPoint
CvSeq* seq = cvCreateSeq(CV_SEQ_ELTYPE_POINT/*| CV_SEQ_KIND_SET | CV_SEQ_FLAG_SIMPLE*/,sizeof(CvSeq),sizeof(CvPoint),storage1);
//populating seq with all contours
for(; contours!=0; contours = contours->h_next)
for(int i=0;i<contours->total;i++)
{
CvPoint* p;
p = (CvPoint*)cvGetSeqElem (contours, i );
cvSeqPush(seq,p);
}
//bounding box and drawing
CvBox2D bbox=cvMinAreaRect2(seq, NULL );
cvEllipseBox(color,bbox,cvScalarAll(0),5,8,0);
hope this helps.
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