Image Denoising on FoundIR Noise 1.0 (test)
0.066LPIPSMiM-DiT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MiM-DiTRetrained on FoundIR=true2026.03 | 0.066 | 11.7939 | 5.8004 | 2.471 | 48.1446 | 0.5484 | |
| FoundIRRetrained on FoundIR=true2026.03 | 0.1016 | 3.5635 | 5.7275 | 1.9093 | 45.3634 | 0.5672 | |
| DiffIRRetrained on FoundIR=true2026.03 | 0.1109 | 5.6 | 5.0059 | 1.7451 | 44.8197 | 0.5349 | |
| DiT4SRRetrained on FoundIR=true2026.03 | 0.1145 | 29.6721 | 5.3522 | 2.1045 | 47.2216 | 0.5412 | |
| DiffUIRRetrained on FoundIR=true2026.03 | 0.12 | 5.6548 | 5.4719 | 1.875 | 46.0562 | 0.5314 | |
| DGUNetRetrained on FoundIR=true2026.03 | 0.166 | 5.9338 | 7.3793 | 1.1668 | 38.604 | 0.5182 | |
| PromptIRRetrained on FoundIR=true2026.03 | 0.1722 | 5.7243 | 7.5749 | 1.1814 | 38.1951 | 0.518 | |
| AutoDIR*Official pre-trained weights=true2026.03 | 0.1745 | 4.9221 | 5.3673 | 1.9007 | 44.6805 | 0.5165 | |
| DA-CLIPRetrained on FoundIR=true2026.03 | 0.2733 | 11.7462 | 7.541 | 1.0305 | 30.4246 | 0.5082 | |
| TransWeatherRetrained on FoundIR=true2026.03 | 0.2942 | 15.9013 | 7.4903 | 1.0246 | 28.2514 | 0.4182 | |
| AirNetRetrained on FoundIR=true2026.03 | 0.3419 | 33.368 | 7.469 | 1.0297 | 31.4204 | 0.5035 |