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Get the average color of image inside the circle:Hough Transform

asked 2013-04-04 12:15:26 -0500

neeraj gravatar image

Hi, I am a newbie in opencv. I am trying to detect some cells(circular objects) in an image. I have used cv2.HoughCircles to detect multiple circles. Now I need to extract some features of the extracted circles. For that I need to find the average color of my image inside each circle. I am thinking of using the detected circles as a mask and then trying to pull out the average of all the pixels from my corresponding image. Unfortunately, I am unable to accomplish. Is it is correct way of finding the average color of my image inside each circle? Could some one help me out in this?

Thanks

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answered 2013-04-05 08:19:16 -0500

Guanta gravatar image

Yes, your approach is the right way to go:

  1. get your circles, e.g. via cv::HoughCircles : cv::HougCircles(image, circles); , see the example http://docs.opencv.org/modules/imgproc/doc/feature_detection.html?highlight=houghcircle#cv2.HoughCircles .

  2. for circle in circles:

    • get the region of interest in your image:

      cv::Mat roi = img(cv::Range(circle[1]-circle[2], circle[1]+circle[2]+1), cv::Range(circle[0]-circle[2], circle[0]+circle[2]+1))

  • create your mask w. the roi-size: cv::Mat1b mask(roi.rows, roi.cols);
  • compute the mean: cv::Scalar mean = cv::mean(roi, mask); --> now the Scalar contains the mean values for each channel (i.e. mean[0] is the mean of your blue channel, etc.)
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Thanks for the answer! Helped me alot, though still struggeling with "create your mask w. the roi-size: cv::Mat1b mask(roi.rows, roi.cols);". Is there really a "mask" function? cant seem to find it...

davidever gravatar imagedavidever ( 2014-04-12 05:53:18 -0500 )edit

No, there isn't a mask-function, it's just a matrix with the dimension of the ROI which I named 'mask'.

Guanta gravatar imageGuanta ( 2014-04-12 06:24:02 -0500 )edit
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Asked: 2013-04-04 12:15:26 -0500

Seen: 23,356 times

Last updated: Apr 05 '13