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Some awesome stuff here. Check out the "texture-by-numbers" examples in particular.
What if... we tried something really simple, like training this algorithm on a bunch of fractal images, then use it to super-resolution low-pass video feed ? Is this effectively the fractal augmented reality you spoke of earlier ?