Just came across this, pretty impressive results they get on uprezing
a single image.  Maybe something that could be added to nona?

http://www.wisdom.weizmann.ac.il/~vision/SingleImageSR.html

http://www.wisdom.weizmann.ac.il/~vision/single_image_SR/files/single_image_SR.pdf

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