Image Denoising on CIFAR-10 (test)
25.91PSNRDPS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DPSprior=clean prior2024.07 | 25.91 | 0.01 | 7.08 | — | — | — | — | |
| DPS w/ clean priorType=Full-Shot2025.05 | 25.91 | 0.01 | — | — | — | — | — | |
| RSDType=Zero-Shot2025.05 | 24.11 | 0.025 | — | — | — | — | — | |
| EMDiffusion2024.07 | 23.16 | 0.022 | 86.47 | — | — | — | — | |
| EM-DiffusionType=Few-Shot2025.05 | 23.16 | 0.022 | — | — | — | — | — | |
| SURE-Score2024.07 | 22.42 | 0.138 | 132.61 | — | — | — | — | |
| SURE-ScoreType=Few-Shot2025.05 | 22.42 | 0.138 | — | — | — | — | — | |
| AmbientDiffusion2024.07 | 21.37 | 0.033 | 114.13 | — | — | — | — | |
| AmbientDiffusionType=Few-Shot2025.05 | 21.37 | 0.033 | — | — | — | — | — | |
| Noise2Self2024.07 | 21.32 | 0.227 | 92.06 | — | — | — | — | |
| Noise2SelfType=Zero-Shot2025.05 | 21.32 | 0.227 | — | — | — | — | — | |
| Observations2024.07 | 18.05 | 0.047 | 132.59 | — | — | — | — | |
| Observations2025.05 | 18.05 | 0.047 | — | — | — | — | — | |
| GOLDDIFFBase Denoiser=PCA2026.02 | — | — | — | 0.007 | 0.683 | 0.087 | 0.882 | |
| Kamb2026.02 | — | — | — | 0.011 | 0.411 | 5.98 | 1.889 | |
| Optimal2026.02 | — | — | — | 0.03 | -0.401 | 2.353 | 0.02 | |
| PCA2026.02 | — | — | — | 0.008 | 0.67 | 2.802 | 0.835 | |
| Wiener2026.02 | — | — | — | 0.008 | 0.553 | 0.011 | 0.29 |