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I have tested NIQE only with blur (gaussian blurs from small to large) and compression (jpg quality from high to low). It seems to behave as expected in those cases, on a small sample set. However people have also reported that the NIQE scores don't match Matlab's version, so there may be a bug here as well.
niqe score higher means better. it seems not stable, sometimes it can get high score for low quality image, sometimes low score
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