高斯建模

Emgu 版本：

 

 private void button1_Click(object sender, EventArgs e)
        {
            Emgu.CV.Capture cap = new Capture("d:\\1.wmv");
            Emgu.CV.VideoSurveillance.BGStatModel<Bgr> bg = null; ;
            Capture c = new Capture("d:\\1.wmv");
            Image<Bgr, byte> img = null;
            while ((img = c.QueryFrame()) != null)
            {
                this.count++;
                if (this.count == 1)
                {
                    bg = new Emgu.CV.VideoSurveillance.BGStatModel<Bgr>(img,
                        Emgu.CV.CvEnum.BG_STAT_TYPE.GAUSSIAN_BG_MODEL);
                }
                else
                {
                    //更新高斯模型
                    bg.Update(img);
                    this.pictureBox1.Image = img.Bitmap;
                    this.pictureBox2.Image = bg.BackgroundMask.Bitmap;
                    this.pictureBox3.Image = bg.ForgroundMask.Bitmap;
                    Application.DoEvents();
                    System.Threading.Thread.Sleep(30);
                }

            }
        }

 

C++版本：

 

int gaoshi(int argc, char* argv)
{
   IplImage* pFrame = NULL;   
   IplImage* pFrImg = NULL; 
   IplImage* pBkImg = NULL;   
   CvCapture* pCapture = NULL;   
   int nFrmNum = 0;
 
   cvNamedWindow("video", 1); 
   cvNamedWindow("background",1); 
   cvNamedWindow("foreground",1);   
   cvMoveWindow("video", 30, 0); 
   cvMoveWindow("background", 360, 0); 
   cvMoveWindow("foreground", 690, 0);
   if( argc > 2 )   
   {     
      fprintf(stderr, "Usage: bkgrd [video_file_name]\n");     
      return -1;   
   }
 
 
   //打开视频文件 
   if(argc == 2)   
      if( !(pCapture = cvCaptureFromFile(argv)))     
      {   
         fprintf(stderr, "Can not open video file %s\n", argv[1]);   
         return -2;     
      }
   //打开摄像头 
   if (argc == 1)   
      if( !(pCapture = cvCaptureFromCAM(-1)))     
      {   
         fprintf(stderr, "Can not open camera.\n");   
         return -2;     
      }   
 
                //初始化高斯混合模型参数
   CvGaussBGModel* bg_model=NULL;
 
   while(pFrame = cvQueryFrame( pCapture ))   
   {     
      nFrmNum++; 
      if(nFrmNum<3)
          continue;
      if(nFrmNum == 3)   
      {    
         pBkImg = cvCreateImage(cvSize(pFrame->width, pFrame->height),  IPL_DEPTH_8U,3);   
         pFrImg = cvCreateImage(cvSize(pFrame->width, pFrame->height),  IPL_DEPTH_8U,1);     
 
 
         //高斯背景建模，pFrame可以是多通道图像也可以是单通道图像
          //cvCreateGaussianBGModel函数返回值为CvBGStatModel*，
          //需要强制转换成CvGaussBGModel*
         bg_model = (CvGaussBGModel*)cvCreateGaussianBGModel(pFrame, 0);
      }     
      else
      {    
                 //更新高斯模型
        cvUpdateBGStatModel(pFrame, (CvBGStatModel *)bg_model );
 
         //pFrImg为前景图像，只能为单通道
          //pBkImg为背景图像，可以为单通道或与pFrame通道数相同
         cvCopy(bg_model->foreground,pFrImg,0);
         cvCopy(bg_model->background,pBkImg,0);
 
         //把图像正过来
         pBkImg->origin=1;
         pFrImg->origin=1;
 
         cvShowImage("video", pFrame);    
         cvShowImage("background", pBkImg);    
         cvShowImage("foreground", pFrImg);       
         if( cvWaitKey(2) >= 0 )      
            break;     
      }     
 
   }
 
   //释放高斯模型参数占用内存   
   cvReleaseBGStatModel((CvBGStatModel**)&bg_model);
   cvDestroyWindow("video"); 
   cvDestroyWindow("background"); 
   cvDestroyWindow("foreground");   
   cvReleaseImage(&pFrImg); 
   cvReleaseImage(&pBkImg);   
   cvReleaseCapture(&pCapture);   

}