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Best method to detect number of holes in part?

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I'm working on a project that takes a picture of a part (brass part with multiple holes in it, [see link](http://imgur.com/a/ApDkT)) and then I would like to use OpenCV 3.1 to locate and count the holes. I'm pretty new to OpenCV and could use some pointers into which method I should look into for accomplishing this task. Ideally, the program would locate the circles and do the work for me (I've had little luck thus far; using finding contours and hough circle sample code). Currently using C++. Is OpenCV even capable of solving this problem? Thanks in advance for any tips you can provide, Jamey

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