How to find the coordinates from an convolution with an mask

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I created an rectagular mask or elliptical mask that i rotate and convolute with an gray-scale image with some intensity content. I like to plot the position of the mask (mask that have the highest intensity value), but i am having a little trouble to figure out how to find the coordiantes of the mask that gave the highest intensity so i can then mark out the location of the worst-case rectangular or elliptical mask with an line contour. Any ideas?

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