BBRD, a drop-in replacement for MSE that normalizes per-brightness-band errors by their own noise variance and upweights the lagging band via softmax Group-DRO, improves dark, bright, and aggregate PSNR simultaneously across 8 denoising architectures.
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The Devil is in the Dark Pixels: Toward Brightness Bias-Robust Denoising
BBRD, a drop-in replacement for MSE that normalizes per-brightness-band errors by their own noise variance and upweights the lagging band via softmax Group-DRO, improves dark, bright, and aggregate PSNR simultaneously across 8 denoising architectures.