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ResearchFormerly WizWand

Denoising on CIFAR-10

0.93R^2DDPM++
-0.18280.10610.3950.6839May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DDPM++Denoiser Category=Network Denoisers2026.050.930.0151
+ Soft Q/R + syntheticDenoiser Category=Our Methodology, Augmentation=Soft Q/R + synthetic2026.050.760.037
+ Soft Q/R + x-flipDenoiser Category=Our Methodology, Augmentation=Soft Q/R + x-flip2026.050.740.0384
+ Soft Q/RDenoiser Category=Our Methodology, Augmentation=Soft Q/R2026.050.730.0395
WienerDenoiser Category=Classical Denoisers2026.050.720.0545
LukoianovDenoiser Category=Prior FPMCs2026.050.690.0432
PSPC-FlexDenoiser Category=Prior FPMCs2026.050.670.0418
Baseline (PSPC-Flex)Denoiser Category=Our Methodology2026.050.670.0418
ELSDenoiser Category=Prior FPMCs2026.050.660.061
LSDenoiser Category=Prior FPMCs2026.050.580.0717
PSPC-SquareDenoiser Category=Prior FPMCs2026.050.570.0557
OptimalDenoiser Category=Classical Denoisers2026.05-0.140.179