Image Denoising on BSD68 (Multi-Sigma PSNR Evaluation)
34.5PSNR (sigma=15)MaIR+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MaIR+2024.12 | 34.5 | 31.88 | 28.69 | — | |
| MaIR2024.12 | 34.48 | 31.86 | 28.66 | — | |
| ART2024.12 | 34.46 | 31.84 | 28.63 | — | |
| MambaIR2024.12 | 34.43 | 31.8 | 28.61 | — | |
| SwinIR2024.12 | 34.42 | 31.78 | 28.56 | — | |
| Restormer2024.12 | 34.4 | 31.79 | 28.6 | — | |
| M2IRCategory=All-In-One, Setting=One-by-one, Retrained=false2026.03 | 34.4 | 31.76 | 28.54 | — | |
| Perceive-IRCategory=All-In-One, Setting=One-by-one, Retrained=false2026.03 | 34.38 | 31.74 | 28.53 | — | |
| AdaIRCategory=All-In-One, Setting=One-by-one, Retrained=false2026.03 | 34.36 | 31.72 | 28.49 | — | |
| CODE2024.12 | 34.33 | 31.69 | 28.47 | — | |
| PromptIRCategory=All-In-One, Setting=One-by-one, Retrained=true2026.03 | 34.33 | 31.7 | 28.45 | — | |
| DRUNet2024.12 | 34.3 | 31.69 | 28.51 | — | |
| ADFNetCategory=Task-Specific, Setting=One-by-one, Retrained=false2026.03 | 34.21 | 31.6 | 28.19 | — | |
| AirNetCategory=All-In-One, Setting=One-by-one, Retrained=false2026.03 | 34.14 | 31.48 | 28.23 | — | |
| IDRtraining setting=five-degradation2024.03 | 34.11 | 31.6 | 28.14 | — | |
| FSNetCategory=General-Purpose, Setting=One-by-one, Retrained=false2026.03 | 34.09 | 31.55 | 28.12 | — | |
| RestormerCategory=General-Purpose, Setting=One-by-one, Retrained=false2026.03 | 34.03 | 31.49 | 28.11 | — | |
| AdaIRtraining setting=five-degradation2024.03 | 34.01 | 31.35 | 28.06 | — | |
| DnCNN2024.12 | 33.9 | 31.24 | 27.95 | — | |
| DnCNNCategory=Task-Specific, Setting=One-by-one, Retrained=false2026.03 | 33.9 | 31.24 | 27.95 | — | |
| FFDNet2024.12 | 33.87 | 31.21 | 27.96 | — | |
| FFDNetCategory=Task-Specific, Setting=One-by-one, Retrained=false2026.03 | 33.87 | 31.21 | 27.96 | — | |
| IRCNN2024.12 | 33.86 | 31.16 | 27.86 | — | |
| DGUNetCategory=General-Purpose, Setting=One-by-one, Retrained=false2026.03 | 33.85 | 31.1 | 27.92 | — | |
| NAFNetCategory=General-Purpose, Setting=One-by-one, Retrained=false2026.03 | 33.67 | 31.02 | 27.73 | — | |
| MIRNet-v2Category=General-Purpose, Setting=One-by-one, Retrained=false2026.03 | 33.66 | 30.97 | 27.66 | — | |
| AirNettraining setting=five-degradation2024.03 | 33.49 | 30.91 | 27.66 | — | |
| TAPEtraining setting=five-degradation2024.03 | 32.86 | 30.18 | 26.63 | — | |
| Transweathertraining setting=five-degradation2024.03 | 31.16 | 29 | 26.08 | — | |
| DLtraining setting=five-degradation2024.03 | 23.16 | 23.09 | 22.09 | — |