Image Restoration on CDD11
30.11Average PSNRM²IR
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M²IR2026.03 | 30.11 | 27.67 | 0.836 | 34.84 | 0.992 | 35.39 | 0.974 | 37.11 | 0.981 | 26.87 | 0.831 | 26.77 | 0.814 | 26.62 | 0.808 | 31.89 | 0.97 | 31.78 | 0.973 | 26.07 | 0.805 | 26.15 | 0.804 | 0.89 | — | — | — | — | — | — | |
| CEA-IR-SParams.=10M2026.05 | 29.79 | 27.47 | 0.827 | 34.75 | 0.993 | 34.72 | 0.971 | 36.49 | 0.982 | 26.67 | 0.824 | 26.65 | 0.806 | 26.58 | 0.802 | 31.15 | 0.968 | 31.49 | 0.974 | 25.87 | 0.797 | 25.93 | 0.799 | 0.886 | — | — | — | — | — | — | |
| CEA-IR-SParameters=10M2026.05 | 29.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.886 | 33.36 | 0.943 | 28.51 | 0.875 | 25.9 | 0.798 | |
| DVANetVenue=Ours2026.06 | 29.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGE2026.03 | 29.33 | 27.41 | 0.833 | 33.12 | 0.992 | 34.66 | 0.971 | 35.98 | 0.981 | 26.55 | 0.828 | 26.53 | 0.81 | 26.33 | 0.803 | 30.32 | 0.965 | 30.27 | 0.969 | 25.59 | 0.801 | 25.86 | 0.799 | 0.887 | — | — | — | — | — | — | |
| MoCE-IR2026.03 | 29.05 | 27.26 | 0.824 | 32.66 | 0.99 | 34.31 | 0.97 | 35.91 | 0.98 | 26.24 | 0.817 | 26.25 | 0.8 | 26.04 | 0.793 | 29.93 | 0.964 | 30.19 | 0.97 | 25.41 | 0.789 | 25.39 | 0.79 | 0.881 | — | — | — | — | — | — | |
| MoCE-IR-SParams.=11M2026.05 | 29.05 | 27.26 | 0.824 | 32.66 | 0.99 | 34.31 | 0.97 | 35.91 | 0.98 | 26.24 | 0.817 | 26.25 | 0.8 | 26.04 | 0.793 | 29.93 | 0.964 | 30.19 | 0.97 | 25.41 | 0.789 | 25.39 | 0.79 | 0.881 | — | — | — | — | — | — | |
| MoCE-IR-S2026.05 | 29.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.881 | 32.54 | 0.941 | 27.73 | 0.869 | 25.4 | 0.79 | |
| MoCE-IRVenue=CVPR’252026.06 | 29.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIRAGEVenue=ICLR’262026.06 | 28.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OneRestore2026.03 | 28.47 | 26.48 | 0.826 | 32.52 | 0.99 | 33.4 | 0.964 | 34.31 | 0.973 | 25.79 | 0.822 | 25.58 | 0.799 | 25.19 | 0.789 | 29.99 | 0.957 | 30.21 | 0.964 | 24.78 | 0.788 | 24.9 | 0.791 | 0.878 | — | — | — | — | — | — | |
| OneRestoreParams.=6M2026.05 | 28.47 | 26.48 | 0.826 | 32.52 | 0.99 | 33.4 | 0.964 | 34.31 | 0.973 | 25.79 | 0.822 | 25.58 | 0.799 | 25.19 | 0.789 | 29.99 | 0.957 | 30.21 | 0.964 | 24.78 | 0.788 | 24.9 | 0.791 | 0.878 | — | — | — | — | — | — | |
| OneRestore2026.05 | 28.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.878 | 31.68 | 0.938 | 27.35 | 0.866 | 24.84 | 0.79 | |
| OneRestoreVenue=ECCV’242026.06 | 28.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaIRRetrained=true2026.03 | 28.4 | 26.88 | 0.821 | 31.6 | 0.987 | 33.84 | 0.962 | 34.65 | 0.974 | 25.69 | 0.811 | 25.9 | 0.793 | 25.69 | 0.783 | 29.38 | 0.955 | 28.95 | 0.961 | 24.82 | 0.778 | 25.04 | 0.778 | 0.873 | — | — | — | — | — | — | |
| NAFNetVenue=ECCV’222026.06 | 26.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WGWS-Net2026.03 | 26.96 | 24.39 | 0.774 | 27.9 | 0.982 | 33.15 | 0.964 | 34.43 | 0.973 | 24.27 | 0.8 | 25.06 | 0.772 | 24.6 | 0.765 | 27.23 | 0.955 | 27.65 | 0.96 | 23.9 | 0.772 | 23.97 | 0.771 | 0.863 | — | — | — | — | — | — | |
| WGWSNetParams.=26M2026.05 | 26.96 | 24.39 | 0.774 | 27.9 | 0.982 | 33.15 | 0.964 | 34.43 | 0.973 | 24.27 | 0.8 | 25.06 | 0.772 | 24.6 | 0.765 | 27.23 | 0.955 | 27.65 | 0.96 | 23.9 | 0.772 | 23.97 | 0.771 | 0.863 | — | — | — | — | — | — | |
| WGWSNetVenue=CVPR’232026.06 | 26.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PromptIR2026.03 | 25.9 | 26.32 | 0.805 | 26.1 | 0.969 | 31.56 | 0.946 | 31.53 | 0.96 | 24.49 | 0.789 | 25.05 | 0.771 | 24.51 | 0.761 | 24.54 | 0.924 | 23.7 | 0.925 | 23.74 | 0.752 | 23.33 | 0.747 | 0.85 | — | — | — | — | — | — | |
| PromptIRParams.=36M2026.05 | 25.9 | 26.32 | 0.805 | 26.1 | 0.969 | 31.56 | 0.946 | 31.53 | 0.96 | 24.49 | 0.789 | 25.05 | 0.771 | 24.51 | 0.761 | 24.54 | 0.924 | 23.7 | 0.925 | 23.74 | 0.752 | 23.33 | 0.747 | 0.85 | — | — | — | — | — | — | |
| PromptIRVenue=NeurIPS’232026.06 | 25.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AirNet2026.03 | 23.75 | 24.83 | 0.778 | 24.21 | 0.951 | 26.55 | 0.891 | 26.79 | 0.919 | 23.23 | 0.779 | 22.82 | 0.71 | 23.29 | 0.723 | 22.21 | 0.868 | 23.29 | 0.901 | 21.8 | 0.708 | 22.24 | 0.725 | 0.814 | — | — | — | — | — | — | |
| AirNetParams.=9M2026.05 | 23.75 | 24.83 | 0.778 | 24.21 | 0.951 | 26.55 | 0.891 | 26.79 | 0.919 | 23.23 | 0.779 | 22.82 | 0.71 | 23.29 | 0.723 | 22.21 | 0.868 | 23.29 | 0.901 | 21.8 | 0.708 | 22.24 | 0.725 | 0.814 | — | — | — | — | — | — | |
| AirNetVenue=CVPR’222026.06 | 23.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransWeatherVenue=CVPR’222026.06 | 23.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WeatherDiff2026.03 | 22.49 | 23.58 | 0.763 | 21.99 | 0.904 | 24.85 | 0.885 | 24.8 | 0.888 | 21.83 | 0.756 | 22.69 | 0.73 | 22.12 | 0.707 | 21.25 | 0.868 | 21.99 | 0.868 | 21.23 | 0.716 | 21.04 | 0.698 | 0.799 | — | — | — | — | — | — | |
| WeatherDiffParams.=83M2026.05 | 22.49 | 23.58 | 0.763 | 21.99 | 0.904 | 24.85 | 0.885 | 24.8 | 0.888 | 21.83 | 0.756 | 22.69 | 0.73 | 22.12 | 0.707 | 21.25 | 0.868 | 21.99 | 0.868 | 21.23 | 0.716 | 21.04 | 0.698 | 0.799 | — | — | — | — | — | — | |
| WeatherDiffVenue=TPAMI’232026.06 | 22.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |