Denoising on BSD68 sigma=25
31.6PSNRIDR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IDRParams.=15M2024.07 | 31.6 | 0.887 | |
| IDRParam.=15M2024.11 | 31.6 | 0.887 | |
| IDRParams=15M2026.01 | 31.6 | 0.887 | |
| IDRParams.=15M, Capacity=Heavy2026.05 | 31.6 | 0.887 | |
| IDRParams (M)=15.342026.05 | 31.6 | 0.887 | |
| IDRVenue=CVPR 20232026.05 | 31.6 | 0.887 | |
| MMFE-IRTraining Data=Additional Rain13K dataset [19]2026.05 | 31.59 | 0.896 | |
| SE-SymUNet2025.12 | 31.58 | 0.895 | |
| SymUNet2025.12 | 31.57 | 0.894 | |
| MMFE-IRTraining Data=Standard2026.05 | 31.56 | 0.895 | |
| DRNetParams (M)=7.39, prompt=Enabled2026.05 | 31.54 | 0.894 | |
| TEAFormerVenue=ICCV 20252026.05 | 31.54 | 0.89 | |
| ClearAIRParams=31M2026.01 | 31.53 | 0.888 | |
| Perceive-IRSource=TIP’25, Params.=42M2026.01 | 31.53 | 0.89 | |
| Perceive-IR2025.12 | 31.53 | 0.89 | |
| CEA-IRParams.=22M, Capacity=Heavy2026.05 | 31.53 | 0.894 | |
| InstructIRSource=ECCV’24, Params.=16M2026.01 | 31.52 | 0.89 | |
| InstructIR-3D2025.12 | 31.52 | 0.89 | |
| ClearAIRSource=-, Params.=31M2026.01 | 31.5 | 0.891 | |
| RestormerParams.=26M2024.07 | 31.49 | 0.884 | |
| RestormerParams.=26M, Capacity=Heavy2026.05 | 31.49 | 0.884 | |
| Res-HAIRParams.=29M, Capacity=Heavy2026.05 | 31.49 | 0.891 | |
| RestormerParams (M)=26.132026.05 | 31.49 | 0.884 | |
| VLU-NetSource=CVPR’25, Params.=35M2026.01 | 31.48 | 0.892 | |
| VLU-Net2025.12 | 31.48 | 0.892 | |
| PromptIRParams.=36M2024.07 | 31.47 | 0.886 | |
| PromptIRParams=33M2026.01 | 31.47 | 0.886 | |
| DFPIR2025.12 | 31.47 | 0.893 | |
| PromptIRParams (M)=32.962026.05 | 31.47 | 0.886 | |
| PromptIRVenue=NeurIPS 20232026.05 | 31.47 | 0.886 | |
| MoCE-IRParams.=25M, Model Scale=Heavy, VLM-based=false2024.11 | 31.45 | 0.888 | |
| GridformerParams=34M2026.01 | 31.45 | 0.885 | |
| AdaIRSource=ICLR’25, Params.=29M2026.01 | 31.45 | 0.892 | |
| MoCE-IR2025.12 | 31.45 | 0.888 | |
| CEA-IR-SParams.=10M, Capacity=Light2026.05 | 31.45 | 0.888 | |
| GridformerParams.=34M, Capacity=Heavy2026.05 | 31.45 | 0.885 | |
| GridformerParams (M)=34.072026.05 | 31.45 | 0.885 | |
| GridFormerVenue=IJCV 20242026.05 | 31.45 | 0.885 | |
| Perceive-IRParams.=42M2024.07 | 31.44 | 0.887 | |
| Perceive-IRParams=42M2026.01 | 31.44 | 0.887 | |
| Perceive-IRParams (M)=42.022026.05 | 31.44 | 0.887 | |
| VLU-NetParams=35M2026.01 | 31.43 | 0.891 | |
| VLU-NetParams.=35M, Capacity=Heavy2026.05 | 31.43 | 0.891 | |
| VLU-NetVenue=CVPR 20252026.05 | 31.43 | 0.891 | |
| MoCE-IR-SParams.=11M, Model Scale=Light, VLM-based=false2024.11 | 31.42 | 0.888 | |
| Art-PromptIRParams.=33M, Model Scale=Heavy, VLM-based=false2024.11 | 31.42 | 0.891 | |
| UniProcessorParams.=1002M, Model Scale=Heavy, VLM-based=true2024.11 | 31.42 | 0.891 | |
| MambaIRParams.=27M2024.07 | 31.41 | 0.884 | |
| MambaIRParams.=27M, Capacity=Heavy2026.05 | 31.41 | 0.884 | |
| MambaIRParams (M)=26.782026.05 | 31.41 | 0.884 | |
| InstructIRParams.=16M2024.07 | 31.4 | 0.887 | |
| InstructIRParams=16M2026.01 | 31.4 | 0.887 | |
| InstructIR-5DParams.=17M, Capacity=Heavy2026.05 | 31.4 | 0.873 | |
| InstructIR-5DParams (M)=15.82026.05 | 31.4 | 0.887 | |
| InstructIRVenue=ECCV 20242026.05 | 31.4 | 0.887 | |
| ABAIR (OH)Param.=11M2024.11 | 31.38 | 0.898 | |
| ABAIR (SW)Param.=41M2024.11 | 31.38 | 0.898 | |
| GridformerParams.=34M, Model Scale=Heavy, VLM-based=false2024.11 | 31.37 | 0.887 | |
| GridformerSource=IJCV’24, Params.=34M2026.01 | 31.37 | 0.887 | |
| DRNetParams (M)=7.39, prompt=Disabled2026.05 | 31.37 | 0.89 | |
| NDRSource=TIP’24, Params.=28M2026.01 | 31.36 | 0.887 | |
| AdaIRParam.=28M2024.11 | 31.35 | 0.889 | |
| AdaIRParams=29M2026.01 | 31.35 | 0.888 | |
| AdaIRParams (M)=28.772026.05 | 31.35 | 0.889 | |
| AdaIRVenue=ICLR 20252026.05 | 31.35 | 0.889 | |
| MoCE-IRParams.=25M, Capacity=Heavy2026.05 | 31.34 | 0.887 | |
| MoCE-IRVenue=CVPR 20252026.05 | 31.34 | 0.887 | |
| FSNetParams (M)=13.282026.05 | 31.33 | 0.883 | |
| IDRSource=CVPR’23, Params.=15M2026.01 | 31.32 | 0.884 | |
| PromptIRParams.=36M, Model Scale=Heavy, VLM-based=false2024.11 | 31.31 | 0.888 | |
| PromptIRSource=NeurIPS’23, Params.=36M2026.01 | 31.31 | 0.888 | |
| PromptIR2025.12 | 31.31 | 0.888 | |
| DFPIRVenue=CVPR 20252026.05 | 31.29 | 0.889 | |
| AirNetParams.=9M, Model Scale=Light, VLM-based=false2024.11 | 31.26 | 0.888 | |
| AirNetSource=CVPR’22, Params.=9M2026.01 | 31.26 | 0.888 | |
| AirNet2025.12 | 31.26 | 0.888 | |
| MoCE-IR-SParams.=11M, Capacity=Light2026.05 | 31.25 | 0.884 | |
| RAMParams.=6M2024.07 | 31.15 | 0.882 | |
| DGUNetParams.=17M2024.07 | 31.1 | 0.883 | |
| DGUNetParams.=17M, Capacity=Heavy2026.05 | 31.1 | 0.883 | |
| DGUNetParams (M)=17.332026.05 | 31.1 | 0.883 | |
| NAFNetParams.=17M2024.07 | 31.02 | 0.883 | |
| NAFNetParams.=17M, Capacity=Heavy2026.05 | 31.02 | 0.883 | |
| NAFNetParams (M)=17.112026.05 | 31.02 | 0.883 | |
| MIRNetV2Params (M)=5.862026.05 | 30.97 | 0.881 | |
| X-RestormerParam.=26M2024.11 | 30.92 | 0.88 | |
| DiffUIRParam.=36M2024.11 | 30.92 | 0.879 | |
| AirNetParams.=9M2024.07 | 30.91 | 0.882 | |
| AirNetParam.=9M2024.11 | 30.91 | 0.882 | |
| AirNetParams=9M2026.01 | 30.91 | 0.882 | |
| AirNetParams.=9M, Capacity=Light2026.05 | 30.91 | 0.882 | |
| AirNetParams (M)=8.932026.05 | 30.91 | 0.882 | |
| AirNetVenue=CVPR 20222026.05 | 30.91 | 0.882 | |
| PromptIRParam.=36M2024.11 | 30.89 | 0.872 | |
| MPRNetParams.=16M, Model Scale=Heavy, VLM-based=false2024.11 | 30.89 | 0.88 | |
| RestormerParam.=26M2024.11 | 30.74 | 0.875 | |
| Restormeroriginally_designed_for_all_in_one=false2025.12 | 30.67 | 0.865 | |
| SwinIRParams.=1M2024.07 | 30.59 | 0.868 | |
| UformerParam.=52M2024.11 | 30.59 | 0.869 | |
| SwinIRParams.=1M, Capacity=Light2026.05 | 30.59 | 0.868 |