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copyMakeBorder() is the answer. You can add surrounding borders for your picture. In this case, as your "kernel" is 3x3, adding a 2pixel-border would do the trick (at most 2 pixels can be outside the picture). After processing the image, you can crop the extra border to get the image to its original size
