Nearest-neighbour scaling can keep fake high frequency with a strong grid period. Bicubic scaling more often shows an energy cliff.
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What is an upscaled image?
Upscaling is not a synonym for AI generation. Camera originals, native AI renders, and generative upscales can all be resized. Roma estimates effective resolution from spectra and periodicity.