Denoising on CIFAR-10 32x32
1.97FIDEDM
Evaluation Results
| Method | Links | |
|---|---|---|
| EDMσ=0.0, Type=Full-Shot2025.05 | 1.97 | |
| DDPMσ=0.0, Type=Full-Shot2025.05 | 4.04 | |
| DDIMσ=0.0, Type=Full-Shot2025.05 | 4.16 | |
| RSD (Ours, One-Step)σ=0.2, Type=Zero-Shot2025.05 | 4.77 | |
| Teacher-Consistencyσ=0.2, Type=Zero-Shot2025.05 | 11.93 | |
| Teacher-Truncatedσ=0.2, Type=Zero-Shot2025.05 | 12.21 | |
| SFBDσ=0.2, Type=Few-Shot2025.05 | 13.53 | |
| Teacher-Fullσ=0.2, Type=Zero-Shot2025.05 | 60.73 | |
| TweedieDiffσ=0.2, Type=Few-Shot2025.05 | 65.21 | |
| EM-Diffusionσ=0.2, Type=Few-Shot2025.05 | 86.47 | |
| Ambient Diffusionσ=0.2, Type=Few-Shot2025.05 | 114.13 | |
| SURE-Scoreσ=0.2, Type=Few-Shot2025.05 | 132.61 | |
| TweedieDiffσ=0.2, Type=Zero-Shot2025.05 | 167.23 |