Median smoothing plus a trained denoiser with ranking loss yields certified l2 robustness for no-reference image quality metrics while preserving correlation with subjective scores better than prior smoothing baselines.
Topiq: A top-down approach from semantics to distortions for image quality assessment
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Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment
Median smoothing plus a trained denoiser with ranking loss yields certified l2 robustness for no-reference image quality metrics while preserving correlation with subjective scores better than prior smoothing baselines.