Image Restoration (Average) on WeatherBench
29.62PSNRM2IR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| M2IRVenue=Ours2026.03 | 29.62 | 85.2 | 0.2111 | 83.83 | |
| DiffUIRVenue=CVPR’242026.03 | 27.54 | 82.3 | 0.2296 | 94.5 | |
| AdaIRVenue=ICLR’252026.03 | 27.02 | 80.1 | 0.2404 | 97.65 | |
| PromptIRVenue=NeurIPS’232026.03 | 26.12 | 79.2 | 0.2561 | 103.12 | |
| AirNetVenue=CVPR’222026.03 | 23.8 | 76.4 | 0.2992 | 132.73 | |
| TransWeatherVenue=CVPR’222026.03 | 23.59 | 75.2 | 0.2953 | 125.29 | |
| HistoformerVenue=ECCV’242026.03 | 22.86 | 74.7 | 0.3136 | 128.86 | |
| WGWS-NetVenue=CVPR’232026.03 | 21.98 | 73.1 | 0.3 | 114.1 | |
| PromptIR + DDTNetBaseline Model=PromptIR, Adaptation Method=DDTNet2026.06 | 21.97 | 74.9 | — | — | |
| AdaIR + DDTNetBaseline Model=AdaIR, Adaptation Method=DDTNet2026.06 | 21.51 | 74.72 | — | — | |
| AdaIRBaseline Model=AdaIR, Adaptation Method=Baseline2026.06 | 21.39 | 74.33 | — | — | |
| PromptIRBaseline Model=PromptIR, Adaptation Method=Baseline2026.06 | 21.2 | 73.62 | — | — | |
| AdaIR + WTNetBaseline Model=AdaIR, Adaptation Method=WTNet2026.06 | 20.91 | 73.66 | — | — | |
| DFPIR + DDTNetBaseline Model=DFPIR, Adaptation Method=DDTNet2026.06 | 20.91 | 70.64 | — | — | |
| PromptIR + WTNetBaseline Model=PromptIR, Adaptation Method=WTNet2026.06 | 20.41 | 72.74 | — | — | |
| DFPIR + WTNetBaseline Model=DFPIR, Adaptation Method=WTNet2026.06 | 20.11 | 69.28 | — | — | |
| DFPIRBaseline Model=DFPIR, Adaptation Method=Baseline2026.06 | 19.87 | 67.21 | — | — | |
| PromptIR + StyleSSPBaseline Model=PromptIR, Adaptation Method=StyleSSP2026.06 | 16.42 | 66.89 | — | — | |
| AdaIR + StyleSSPBaseline Model=AdaIR, Adaptation Method=StyleSSP2026.06 | 15.83 | 65.1 | — | — | |
| DFPIR + StyleSSPBaseline Model=DFPIR, Adaptation Method=StyleSSP2026.06 | 15.72 | 60.31 | — | — |