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Blurring non-rectangular region of an image, then downsample whole image

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Hello, I am using OpenCV3 to blur and downsample an image, I just want to blur the region inside the area defined by a binary mask like: [![enter image description here][1]][1] After that region is blurred, I would like to downsample the image without blurring the whole image again, so `pyrDown` is not useful for me. Any idea? [1]: http://i.stack.imgur.com/NkeCW.png

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