All-in-one Image Restoration on SOTS + Rain100L + BSD68 Combined (test)
33.08PSNRSE-SymUNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SE-SymUNet2025.12 | 33.08 | 0.922 | |
| ClusIRVenue=Ours, Setting=N+H+R2025.12 | 33.06 | 0.923 | |
| DFC-IRType=All-in-one, Params.=33.1M2026.05 | 33 | 0.919 | |
| MMFE-IR2026.05 | 32.94 | 0.922 | |
| SymUNet2025.12 | 32.93 | 0.921 | |
| DFPIR2025.05 | 32.88 | 0.919 | |
| DFPIRVenue=CVPR’25, Setting=N+H+R2025.12 | 32.88 | 0.919 | |
| DFPIR2025.12 | 32.88 | 0.919 | |
| DFPIR2026.05 | 32.88 | 0.919 | |
| DFPIRType=All-in-one, Params.=31.1M2026.05 | 32.88 | 0.919 | |
| MoCE-IRVenue=CVPR’25, Setting=N+H+R2025.12 | 32.73 | 0.917 | |
| MoCE-IR2025.12 | 32.73 | 0.917 | |
| MoCE-IR2026.05 | 32.73 | 0.917 | |
| MoCE-IRType=All-in-one, Params.=25.4M2026.05 | 32.73 | 0.917 | |
| UniProcessorAssistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 32.7 | 0.918 | |
| VLU-Net2025.12 | 32.7 | 0.919 | |
| VLU-Net2026.05 | 32.7 | 0.919 | |
| VLU-NetType=All-in-one, Params.=35.4M2026.05 | 32.7 | 0.919 | |
| AdaIRVenue=ICLR’25, Setting=N+H+R2025.12 | 32.69 | 0.918 | |
| AdaIR2026.05 | 32.69 | 0.918 | |
| AdaIRType=All-in-one, Params.=28.8M2026.05 | 32.69 | 0.918 | |
| Perceive-IRVenue=TIP’25, Setting=N+H+R2025.12 | 32.63 | 0.917 | |
| Perceive-IR2025.12 | 32.63 | 0.917 | |
| DA-RCOTType=All-in-one, Params.=52.3M2026.05 | 32.6 | 0.917 | |
| DaAIRParameters=6M2024.05 | 32.51 | 0.913 | |
| RAMParams.=6M2024.07 | 32.51 | 0.916 | |
| Art PromptIRParams.=36M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 32.49 | 0.917 | |
| Art-PromptIRType=All-in-one, Params.=33.2M2026.05 | 32.49 | 0.917 | |
| InstructIR-3DParams.=16M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 32.43 | 0.913 | |
| InstructIR2025.05 | 32.43 | 0.913 | |
| InstructIRVenue=ECCV’24, Setting=N+H+R2025.12 | 32.43 | 0.913 | |
| InstructIR-3D2025.12 | 32.43 | 0.913 | |
| InstructIR2026.05 | 32.43 | 0.913 | |
| InstructIRType=All-in-one, Params.=15.8M2026.05 | 32.43 | 0.913 | |
| GridformerVenue=IJCV’24, Setting=N+H+R2025.12 | 32.19 | 0.912 | |
| GridFormer2026.05 | 32.19 | 0.912 | |
| GridformerType=All-in-one, Params.=34.1M2026.05 | 32.19 | 0.912 | |
| Up-RestorerVenue=AAAI’25, Setting=N+H+R2025.12 | 32.16 | 0.915 | |
| PromptIREvaluation Setting=All-in-one2023.06 | 32.06 | 0.913 | |
| PromptIRParameters=36M2024.05 | 32.06 | 0.913 | |
| PromptIRParams.=36M2024.07 | 32.06 | 0.913 | |
| PromptIR2025.05 | 32.06 | 0.913 | |
| PromptIRVenue=NeurIPS’23, Setting=N+H+R2025.12 | 32.06 | 0.913 | |
| PromptIR2025.12 | 32.06 | 0.913 | |
| PromptIR2026.05 | 32.06 | 0.913 | |
| Restormer2025.05 | 31.98 | 0.911 | |
| IDRVenue=CVPR’23, Setting=N+H+R2025.12 | 31.83 | 0.911 | |
| IDR2026.05 | 31.83 | 0.911 | |
| NDRVenue=TIP’24, Setting=N+H+R2025.12 | 31.51 | 0.91 | |
| MambaIRType=General, Params.=27.2M2026.05 | 31.51 | 0.907 | |
| U-WADNModel Type=All-in-one2024.01 | 31.47 | 0.9097 | |
| AirNetEvaluation Setting=All-in-one2023.06 | 31.2 | 0.91 | |
| AirNetModel Type=All-in-one2024.01 | 31.2 | 0.9095 | |
| AirNetParameters=9M2024.05 | 31.2 | 0.91 | |
| AirNetParams.=9M2024.07 | 31.2 | 0.91 | |
| AirNet2025.05 | 31.2 | 0.91 | |
| AirNetVenue=CVPR’22, Setting=N+H+R2025.12 | 31.2 | 0.91 | |
| AirNet2025.12 | 31.2 | 0.91 | |
| AirNet2026.05 | 31.2 | 0.909 | |
| Restormeroriginally_designed_for_all_in_one=false2025.12 | 30.75 | 0.901 | |
| RestormerType=General, Params.=26.1M2026.05 | 30.75 | 0.901 | |
| MPRNetType=General, Params.=16.3M2026.05 | 30.63 | 0.894 | |
| ProResVenue=arXiv’23, Setting=N+H+R2025.12 | 30.38 | 0.888 | |
| MPRNetEvaluation Setting=All-in-one2023.06 | 30.17 | 0.899 | |
| MPRNetModel Type=All-in-one2024.01 | 30.17 | 0.899 | |
| MPRNetParameters=16M2024.05 | 30.17 | 0.899 | |
| MPRNetParams.=16M2024.07 | 30.17 | 0.899 | |
| MPRNet2025.05 | 30.17 | 0.899 | |
| DLEvaluation Setting=All-in-one2023.06 | 29.98 | 0.875 | |
| DLModel Type=All-in-one2024.01 | 29.98 | 0.8755 | |
| DLParameters=2M2024.05 | 29.98 | 0.876 | |
| DLParams.=2M2024.07 | 29.98 | 0.876 | |
| DL2025.05 | 29.98 | 0.875 | |
| NAFNetoriginally_designed_for_all_in_one=false2025.12 | 29.67 | 0.844 | |
| FDGANEvaluation Setting=All-in-one2023.06 | 28.02 | 0.883 | |
| FDGANModel Type=All-in-one2024.01 | 28.02 | 0.8833 | |
| FDGAN2024.05 | 28.02 | 0.883 | |
| FDGAN2024.07 | 28.02 | 0.883 | |
| FDGAN2025.05 | 28.02 | 0.883 | |
| BRDNetEvaluation Setting=All-in-one2023.06 | 27.8 | 0.843 | |
| BRDNetModel Type=All-in-one2024.01 | 27.8 | 0.8434 | |
| BRDNet2024.05 | 27.8 | 0.843 | |
| BRDNet2024.07 | 27.8 | 0.843 | |
| LPNetEvaluation Setting=All-in-one2023.06 | 23.64 | 0.738 | |
| LPNetModel Type=All-in-one2024.01 | 23.64 | 0.7379 | |
| LPNet2024.05 | 23.64 | 0.738 | |
| LPNet2024.07 | 23.64 | 0.738 |