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ResearchFormerly WizWand

Denoising on CIFAR-10 32x32

1.97FIDEDM
-4.640439.979884.6129.2202May 19, 2025
Updated 7mo ago

Evaluation results

MethodLinks
EDMσ=0.0, Type=Full-Shot2025.051.97
DDPMσ=0.0, Type=Full-Shot2025.054.04
DDIMσ=0.0, Type=Full-Shot2025.054.16
RSD (Ours, One-Step)σ=0.2, Type=Zero-Shot2025.054.77
Teacher-Consistencyσ=0.2, Type=Zero-Shot2025.0511.93
Teacher-Truncatedσ=0.2, Type=Zero-Shot2025.0512.21
SFBDσ=0.2, Type=Few-Shot2025.0513.53
Teacher-Fullσ=0.2, Type=Zero-Shot2025.0560.73
TweedieDiffσ=0.2, Type=Few-Shot2025.0565.21
EM-Diffusionσ=0.2, Type=Few-Shot2025.0586.47
Ambient Diffusionσ=0.2, Type=Few-Shot2025.05114.13
SURE-Scoreσ=0.2, Type=Few-Shot2025.05132.61
TweedieDiffσ=0.2, Type=Zero-Shot2025.05167.23