我在人民柜台工作。为此我在门上安装了Microsoft Kinect。 我正在使用C#和EmguCV。我已经提取了人们的头部,因此它们在黑色图像上显示为白色斑点。然后我在头部周围创建了一个边界框。这很好。所以我现在每帧有多少blob,我现在也是他们的位置。这很好用。但是现在我想跟踪斑点,因为我想要计算有多少人进来和出去,但我不知道该怎么做。谁能帮我?问题是每一帧,新的斑点都会出现,旧的斑点会消失。谁能给我一个算法或者一些代码?或者纸。 非常感谢!
不确定。这是blob的代码:
using (MemStorage stor = new MemStorage())
{
Contour<System.Drawing.Point> contours = head_image.FindContours(Emgu.CV.CvEnum.CHAIN_APPROX_METHOD.CV_CHAIN_APPROX_SIMPLE, Emgu.CV.CvEnum.RETR_TYPE.CV_RETR_EXTERNAL, stor);
for (int i = 0; contours != null; contours = contours.HNext)
{
i++;
//if ((contours.Area > Math.Pow(sliderMinSize.Value, 2)) && (contours.Area < Math.Pow(sliderMaxSize.Value, 2)))
{
MCvBox2D box = contours.GetMinAreaRect();
blobCount++;
contour_image.Draw(box, new Bgr(System.Drawing.Color.Red), 1);
new_position = new System.Drawing.Point((int)(box.center.X), (int)(box.center.Y));
new_x = box.center.X;
new_y = box.center.Y;
}
}
}
答案 0 :(得分:1)
有关详细信息,请参阅Emgu CV Blob Detection。假设您正在使用Emgu CV 2.1或更高版本,那么答案将起作用。如果您使用的是1.5或更高版本,请参阅this thread了解如何轻松检测blob。或者查看下面的代码
Capture capture = new Capture();
ImageViewer viewer = new ImageViewer();
BlobTrackerAutoParam param = new BlobTrackerAutoParam();
param.ForgroundDetector = new ForgroundDetector(Emgu.CV.CvEnum.FORGROUND_DETECTOR_TYPE.FGD);
param.FGTrainFrames = 10;
BlobTrackerAuto tracker = new BlobTrackerAuto(param);
Application.Idle += new EventHandler(delegate(object sender, EventArgs e)
{
tracker.Process(capture.QuerySmallFrame().PyrUp());
Image<Gray, Byte> img = tracker.GetForgroundMask();
//viewer.Image = tracker.GetForgroundMask();
MCvFont font = new MCvFont(Emgu.CV.CvEnum.FONT.CV_FONT_HERSHEY_SIMPLEX, 1.0, 1.0);
foreach (MCvBlob blob in tracker)
{
img.Draw(Rectangle.Round(blob), new Gray(255.0), 2);
img.Draw(blob.ID.ToString(), ref font, Point.Round(blob.Center), new Gray(255.0));
}
viewer.Image = img;
});
viewer.ShowDialog();
希望这有帮助!
修改强>
我认为你应该每十帧左右使用一次这个代码(每秒约3次)并做这样的事情:
Capture capture = new Capture();
ImageViewer viewer = new ImageViewer();
BlobTrackerAutoParam param = new BlobTrackerAutoParam();
param.ForgroundDetector = new ForgroundDetector(Emgu.CV.CvEnum.FORGROUND_DETECTOR_TYPE.FGD);
param.FGTrainFrames = 10;
BlobTrackerAuto tracker = new BlobTrackerAuto(param);
int frames = 0;
Application.Idle += new EventHandler(delegate(object sender, EventArgs e)
{
frames++;//Add to number of frames
if (frames == 10)
{
frames = 0;//if it is after 10 frames, do processing and reset frames to 0
tracker.Process(capture.QuerySmallFrame().PyrUp());
Image<Gray, Byte> img = tracker.GetForgroundMask();
//viewer.Image = tracker.GetForgroundMask();
int blobs = 0;
MCvFont font = new MCvFont(Emgu.CV.CvEnum.FONT.CV_FONT_HERSHEY_SIMPLEX, 1.0, 1.0);
foreach (MCvBlob blob in tracker)
{
//img.Draw(Rectangle.Round(blob), new Gray(255.0), 2);
//img.Draw(blob.ID.ToString(), ref font, Point.Round(blob.Center), new Gray(255.0));
//Only uncomment these if you want to draw a rectangle around the blob and add text
blobs++;//count each blob
}
blobs = /*your counter here*/;
blobs = 0; //reset
viewer.Image = img;//get next frame
});
viewer.ShowDialog();
编辑2
听起来你只想识别斑点,听起来像是你想要的McvBlob.ID
。这是blob的ID,您可以检查哪些ID仍然存在,哪些不存在。我仍然会每十帧一次这样做,以免减慢速度。您只需要一个简单的算法,可以观察ID是什么,以及它们是否已经改变。我会将ID存储在List<string>
中,并检查该列表是否每隔几帧进行一次更改。例如:
List<string> LastFrameIDs, CurrentFrameIDs;
Capture capture = new Capture();
ImageViewer viewer = new ImageViewer();
BlobTrackerAutoParam param = new BlobTrackerAutoParam();
param.ForgroundDetector = new ForgroundDetector(Emgu.CV.CvEnum.FORGROUND_DETECTOR_TYPE.FGD);
param.FGTrainFrames = 10;
BlobTrackerAuto tracker = new BlobTrackerAuto(param);
int frames = 0;
Application.Idle += new EventHandler(delegate(object sender, EventArgs e)
{
frames++;//Add to number of frames
if (frames == 10)
{
frames = 0;//if it is after 10 frames, do processing and reset frames to 0
tracker.Process(capture.QuerySmallFrame().PyrUp());
Image<Gray, Byte> img = tracker.GetForgroundMask();
//viewer.Image = tracker.GetForgroundMask();
int blobs = 0, i = 0;
MCvFont font = new MCvFont(Emgu.CV.CvEnum.FONT.CV_FONT_HERSHEY_SIMPLEX, 1.0, 1.0);
foreach (MCvBlob blob in tracker)
{
i++;
//img.Draw(Rectangle.Round(blob), new Gray(255.0), 2);
//img.Draw(blob.ID.ToString(), ref font, Point.Round(blob.Center), new Gray(255.0));
//Only uncomment these if you want to draw a rectangle around the blob and add text
CurrentFrameIDs.Add(blob.ID.ToString());
if (CurrentFrameIDs[i] == LastFrameIDs[i])
img.Draw(Rectangle.Round(blob), new Gray(0,0), 2);//mark the new/changed blob
blobs++;//count each blob
}
blobs = /*your counter here*/;
blobs = 0; //reset
i = 0;
LastFrameIDs = CurrentFrameIDs;
CurrentFrameIDs = null;
viewer.Image = img;//get next frame
});
viewer.ShowDialog();