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Image Inpainting for Irregular Holes Using Partial Convolutions

Created an implementation of this paper. Partial convolution is masked and renormalized to be conditioned on only valid pixels. Further included a mechanism to automatically generate an updated mask for the next layer as part of the forward pass.

image