Image Denoising on BSD68 (test) (Multi-Sigma Evaluation)
34.34PSNR (sigma=15)PromptIR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PromptIRTraining Protocol=Single-task2024.05 | 34.34 | 0.938 | 31.71 | 0.897 | 28.49 | 0.813 | — | — | |
| DaAIRTraining Protocol=Single-task2024.05 | 34.25 | 0.934 | 31.61 | 0.891 | 28.36 | 0.807 | — | — | |
| UDBMvariant=Large (L)2026.01 | 34.23 | 0.937 | 31.6 | 0.895 | 28.38 | 0.81 | 31.4 | 0.881 | |
| BioIR2026.01 | 34.15 | 0.936 | 31.57 | 0.894 | 28.29 | 0.808 | 31.34 | 0.879 | |
| AirNetTraining Protocol=Single-task2024.05 | 34.14 | 0.936 | 31.48 | 0.893 | 28.23 | 0.806 | — | — | |
| AirNet2026.01 | 34.14 | 0.936 | 31.48 | 0.893 | 28.23 | 0.806 | 31.28 | 0.878 | |
| AdaIRRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 34.12 | 0.935 | 31.45 | 0.892 | 28.19 | 0.802 | — | — | |
| BRDNetTraining Protocol=Single-task2024.05 | 34.1 | 0.929 | 31.43 | 0.885 | 28.16 | 0.794 | — | — | |
| BRDNet2026.01 | 34.1 | 0.929 | 31.43 | 0.885 | 28.16 | 0.794 | 31.23 | 0.869 | |
| PromptIRRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 33.98 | 0.933 | 31.31 | 0.888 | 28.06 | 0.799 | — | — | |
| AirNetRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 33.92 | 0.933 | 31.26 | 0.888 | 28 | 0.797 | — | — | |
| DnCNN2026.01 | 33.89 | 0.93 | 31.23 | 0.883 | 27.92 | 0.789 | 31.01 | 0.867 | |
| IRCNNTraining Protocol=Single-task2024.05 | 33.87 | 0.929 | 31.18 | 0.882 | 27.88 | 0.79 | — | — | |
| FFDNetTraining Protocol=Single-task2024.05 | 33.87 | 0.929 | 31.21 | 0.882 | 27.96 | 0.789 | — | — | |
| IRCNN2026.01 | 33.87 | 0.929 | 31.18 | 0.882 | 27.88 | 0.79 | 30.98 | 0.867 | |
| FFDNet2026.01 | 33.87 | 0.929 | 31.21 | 0.882 | 27.96 | 0.789 | 31.01 | 0.867 | |
| MPRNetRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 33.54 | 0.927 | 30.89 | 0.88 | 27.56 | 0.779 | — | — | |
| CBM3D2026.01 | 33.5 | 0.922 | 30.69 | 0.868 | 27.36 | 0.763 | 30.52 | 0.851 | |
| DLRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 33.05 | 0.914 | 30.41 | 0.861 | 26.9 | 0.74 | — | — | |
| BRDNetRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 32.26 | 0.898 | 29.76 | 0.836 | 26.34 | 0.693 | — | — | |
| FDGANRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 30.25 | 0.91 | 28.81 | 0.868 | 26.43 | 0.776 | — | — | |
| LPNetRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 26.47 | 0.778 | 24.77 | 0.748 | 21.26 | 0.552 | — | — |