Any actual implementations of this (or other superresolution algorithms) to play with?
There's the waifu2x project [1] which also uses neural networks for super resolution. There's also the MPDN extensions project [2] which has various kinds of image scaling methods. It depends what kind of algorithms you want to play with really.