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Port of permutohedral bilateral filtering to tensorflow as an op

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I'd like to modify this code to 3D bilateral filter. So could you tell me where I should modify.

If I set the feature equal to image, then the module is bilateral filter. However, what should I do to build a spatial filter?

Among the four methods, naive bilteral filter is the slowest while GPU permutohedral is the fastest. How about GPU optimized bilateral filter and permutohedral bilateral filter?

The receptive field of bilateral filter is the whole image. Do you have any suggestion on implementing an window bilateral filter.