Compute Number of Overlapped Pixels

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I have two edge images from my reference and moving image. I have estimated the transformation. The transformation is used to transform the moving image onto the reference image. The corresponding edge images are overlapped and now I want to compute the number of overlapped pixels. What is the best way to do this?

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