Reconstruct-image-from-sparsely-sampled-pixels-using-fully-convolutional-neural-network-FCN-. Take image in which only small fraction of the pixels are known and reconstruct (upsample) the full image using fully convolutional neural net (tensorflow implementation).

github.com/sagieppel/Reconstruct-image-from-sparsely-sampled-pixels-using-fully-convolutional-neural-network-FCN-

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