The experiment is nice. Though I assume the net practically memorized data and not inferred it as it makes little sense to say something intelligent on the pixel color by its location. What I wonder if this can be made into something more clever. A net with memory (RNN?) that gets the pixel coordinate in addition to estimation of pixels in the neighborhood or something. Anyhow, I wonder if there is a code to replicate results.