kmean.cpp
上传用户:banwdc
上传日期:2016-06-25
资源大小:2871k
文件大小:2k
- #include "cxcore.h"
- #include "highgui.h"
- int main( int argc, char** argv )
- {
- #define MAX_CLUSTERS 5
- CvScalar color_tab[MAX_CLUSTERS];
- IplImage* img = cvCreateImage( cvSize( 500, 500 ), 8, 3 );
- CvRNG rng = cvRNG(0xffffffff);
-
- color_tab[0] = CV_RGB(255,0,0);
- color_tab[1] = CV_RGB(0,255,0);
- color_tab[2] = CV_RGB(100,100,255);
- color_tab[3] = CV_RGB(255,0,255);
- color_tab[4] = CV_RGB(255,255,0);
- cvNamedWindow( "clusters", 1 );
- for(;;)
- {
- int k, cluster_count = cvRandInt(&rng)%MAX_CLUSTERS + 1;
- int i, sample_count = cvRandInt(&rng)%1000 + 1;
- CvMat* points = cvCreateMat( sample_count, 1, CV_32FC2 );
- CvMat* clusters = cvCreateMat( sample_count, 1, CV_32SC1 );
- /* generate random sample from multigaussian distribution */
- for( k = 0; k < cluster_count; k++ )
- {
- CvPoint center;
- CvMat point_chunk;
- center.x = cvRandInt(&rng)%img->width;
- center.y = cvRandInt(&rng)%img->height;
- cvGetRows( points, &point_chunk, k*sample_count/cluster_count,
- k == cluster_count - 1 ? sample_count : (k+1)*sample_count/cluster_count );
- cvRandArr( &rng, &point_chunk, CV_RAND_NORMAL,
- cvScalar(center.x,center.y,0,0),
- cvScalar(img->width/6, img->height/6,0,0) );
- }
- /* shuffle samples */
- for( i = 0; i < sample_count/2; i++ )
- {
- CvPoint2D32f* pt1 = (CvPoint2D32f*)points->data.fl +
- cvRandInt(&rng)%sample_count;
- CvPoint2D32f* pt2 = (CvPoint2D32f*)points->data.fl +
- cvRandInt(&rng)%sample_count;
- CvPoint2D32f temp;
- CV_SWAP( *pt1, *pt2, temp );
- }
- cvKMeans2( points, cluster_count, clusters,
- cvTermCriteria( CV_TERMCRIT_EPS+CV_TERMCRIT_ITER,
- 10, 1.0 ));
- cvZero( img );
- for( i = 0; i < sample_count; i++ )
- {
- CvPoint2D32f pt = ((CvPoint2D32f*)points->data.fl)[i];
- int cluster_idx = clusters->data.i[i];
- cvCircle( img, cvPointFrom32f(pt), 2, color_tab[cluster_idx], CV_FILLED );
- }
- cvReleaseMat( &points );
- cvReleaseMat( &clusters );
- cvShowImage( "clusters", img );
- int key = cvWaitKey(0);
- if( key == 27 ) // 'ESC'
- break;
- }
- }