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How to do proper thresholding?

asked 2013-12-03 22:30:09 -0600

zawpai gravatar image

updated 2013-12-05 21:41:56 -0600

Hi,

I face some problems about thresholding. These are the images from Camera.Sample.bmp, Sample2.bmp and Sample3.bmp. According to these three images, how should I do the proper thresholding or which process I need to do before thresholding?

Please give me some suggestions.

Tested image Contours Image.bmp

regards

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Which portion you want to segment in the image ?

Haris gravatar imageHaris ( 2013-12-04 01:37:46 -0600 )edit

Haris, I want to extract the black dot from center potion.

zawpai gravatar imagezawpai ( 2013-12-05 03:23:21 -0600 )edit

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answered 2013-12-05 05:18:21 -0600

Haris gravatar image

updated 2013-12-05 23:28:36 -0600

It seems simple blur() with low kernel value works fine with your images. After blur just apply Threshold Binary Inverted with lower value.

  Mat src=imread("1.bmp",0);
  Mat dst,thr;
  blur( src, thr, Size( 5, 5 ), Point(-1,-1) );// blur with kernel(5X5)
  threshold(thr,thr,50,255,CV_THRESH_BINARY_INV);// Threshold binary inverted 
  src.copyTo(dst,thr); copy source image to destination by setting threshold as mask

For better result you may proceed with findcontour(),drawcontour(),minEnclosingCircle() on your threshold image to segment exactly circled image.

Edit:

Using contour you can try below code

float radius=0;
Point2f center;  
vector< vector <Point> > contours; // Vector for storing contour
vector< Vec4i > hierarchy;
Mat mask(src.rows,src.cols,CV_8UC1,Scalar::all(0)); //create mask image

findContours( thr, contours, hierarchy,CV_RETR_EXTERNAL, CV_CHAIN_APPROX_SIMPLE ); 
minEnclosingCircle( contours[0], center, radius); //Here assumes  your image contains only one contour, if more than one contour use loop and consider largest contour
circle(mask,Point(center.x,center.y),radius,Scalar(255),-1,8,0);//Fill mask with region to be segment
//Copy using above mask
src.copyTo(dst,mask);

And here is the result i got for your image.

image description image description image description

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Haris, Thanks. I will do a testing first. Then, I will get back you soon.

zawpai gravatar imagezawpai ( 2013-12-05 18:31:41 -0600 )edit

Hi Haris, I don't get the result and I also get some of the errors. After I use "contours->h_next" to loop and "drawContours", I can't call "minEnclosindCircle". System will prompt an error because "contours" is zero. I am not sure whether "minEnclosingCircle" is working properly or not if the image is not the circle shape. Please take look my imag in question.

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zawpai gravatar imagezawpai ( 2013-12-05 21:41:11 -0600 )edit

@zawpai See my edit....

Haris gravatar imageHaris ( 2013-12-05 23:31:38 -0600 )edit

Hi Haris, Thanks. It is working now, but the area is not so accurate if we draw a circle on the original image. So, I need to pay the threshold to get the corrected size.

zawpai gravatar imagezawpai ( 2013-12-06 01:11:19 -0600 )edit
1

Just increase canny threshold value and try again....

Haris gravatar imageHaris ( 2013-12-06 01:38:50 -0600 )edit

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Asked: 2013-12-03 22:30:09 -0600

Seen: 434 times

Last updated: Dec 05 '13