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> Super-resolution is only guessing.

Machine learning is educated guessing based on previously seen data. As mentioned by others there are ways to do super resolution that only uses the data available. I can't think of any that can upscale a single image, although I have vague memories of having seen something about using moiré patterns to infer the higher resolution texture of some features.




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