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Benchmarks
Denoising on CIFAR-10 32x32
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1.97
FID
EDM
-4.6404
39.9798
84.6
129.2202
May 19, 2025
FID
Updated 1mo ago
Evaluation Results
Method
Method
Links
FID
EDM
σ=0.0, Type=Full-Shot
2025.05
1.97
DDPM
σ=0.0, Type=Full-Shot
2025.05
4.04
DDIM
σ=0.0, Type=Full-Shot
2025.05
4.16
RSD (Ours, One-Step)
σ=0.2, Type=Zero-Shot
2025.05
4.77
Teacher-Consistency
σ=0.2, Type=Zero-Shot
2025.05
11.93
Teacher-Truncated
σ=0.2, Type=Zero-Shot
2025.05
12.21
SFBD
σ=0.2, Type=Few-Shot
2025.05
13.53
Teacher-Full
σ=0.2, Type=Zero-Shot
2025.05
60.73
TweedieDiff
σ=0.2, Type=Few-Shot
2025.05
65.21
EM-Diffusion
σ=0.2, Type=Few-Shot
2025.05
86.47
Ambient Diffusion
σ=0.2, Type=Few-Shot
2025.05
114.13
SURE-Score
σ=0.2, Type=Few-Shot
2025.05
132.61
TweedieDiff
σ=0.2, Type=Zero-Shot
2025.05
167.23
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