Image Denoising on BSD68 sigma=25
31.59PSNRM²IR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| M²IRVenue=Ours, Method Category=All-in-One2026.03 | 31.59 | 0.895 | |
| DFC-IRType=All-in-one, Params.=33.1M2026.05 | 31.55 | 0.891 | |
| BaryIRVenue=TPAMI’26, Method Category=All-in-One2026.03 | 31.54 | 0.892 | |
| Perceive-IRVenue=TIP’25, Method Category=All-in-One2026.03 | 31.53 | 0.89 | |
| InstructIRParams.=16M, Blind Evaluation=false2024.08 | 31.52 | 0.89 | |
| InstructIR-3DVenue=ECCV’24, Method Category=All-in-One2026.03 | 31.52 | 0.89 | |
| Res-HAIRParams.=29M, Blind Evaluation=true2024.08 | 31.51 | 0.892 | |
| Restormersource=cited from [12]2025.12 | 31.49 | 0.884 | |
| RestormerType=General, Params.=26.1M2026.05 | 31.49 | 0.884 | |
| PromptIRsource=cited from [12]2025.12 | 31.47 | 0.886 | |
| PromptIRType=All-in-one, Params.=35.6M2026.05 | 31.47 | 0.886 | |
| MEASNetVenue=TCSVT’25, Method Category=All-in-One2026.03 | 31.46 | 0.892 | |
| MIRAGEVenue=ICLR’26, Method Category=All-in-One2026.03 | 31.46 | 0.891 | |
| SE-SymUNet2025.12 | 31.45 | 0.892 | |
| Pool-AIOVenue=TIP’25, Method Category=All-in-One2026.03 | 31.45 | 0.892 | |
| AdaIRVenue=ICLR’25, Method Category=All-in-One2026.03 | 31.45 | 0.892 | |
| MoCE-IRVenue=CVPR’25, Method Category=All-in-One2026.03 | 31.45 | 0.888 | |
| GridformerType=All-in-one, Params.=34.1M2026.05 | 31.45 | 0.885 | |
| Perceive-IR2025.12 | 31.44 | 0.887 | |
| VLU-Net2025.12 | 31.43 | 0.891 | |
| VLU-NetType=All-in-one, Params.=35.4M2026.05 | 31.43 | 0.891 | |
| MambaIRType=General, Params.=27.2M2026.05 | 31.41 | 0.884 | |
| InstructIR-5D2025.12 | 31.4 | 0.887 | |
| InstructIRType=All-in-one, Params.=15.8M2026.05 | 31.4 | 0.887 | |
| SymUNet2025.12 | 31.38 | 0.891 | |
| GridformerVenue=IJCV’24, Method Category=All-in-One2026.03 | 31.37 | 0.887 | |
| AdaIRType=All-in-one, Params.=28.8M2026.05 | 31.35 | 0.889 | |
| MoCE-IR2025.12 | 31.34 | 0.887 | |
| MoCE-IRType=All-in-one, Params.=25.4M2026.05 | 31.34 | 0.887 | |
| IDRVenue=CVPR’23, Method Category=All-in-One2026.03 | 31.32 | 0.884 | |
| PromptIRParams.=36M, Blind Evaluation=true2024.08 | 31.31 | 0.888 | |
| PromptIRVenue=NeurIPS’23, Method Category=All-in-One2026.03 | 31.31 | 0.888 | |
| DFPIR2025.12 | 31.29 | 0.889 | |
| DFPIRType=All-in-one, Params.=31.1M2026.05 | 31.29 | 0.889 | |
| AirNetParams.=9M, Blind Evaluation=true2024.08 | 31.26 | 0.888 | |
| AirNetVenue=CVPR’22, Method Category=All-in-One2026.03 | 31.26 | 0.888 | |
| DA-RCOTType=All-in-one, Params.=52.3M2026.05 | 31.23 | 0.888 | |
| RestormerParams.=26M, Blind Evaluation=true2024.08 | 31.2 | 0.888 | |
| DGUNetType=General, Params.=17.3M2026.05 | 31.1 | 0.883 | |
| NAFNetsource=cited from [12]2025.12 | 31.02 | 0.883 | |
| MambaIRVenue=ECCV’24, Method Category=General2026.03 | 30.95 | 0.874 | |
| AirNetsource=cited from [12]2025.12 | 30.91 | 0.882 | |
| MPRNetParams.=16M, Blind Evaluation=true2024.08 | 30.89 | 0.88 | |
| FSNetVenue=TPAMI’23, Method Category=General2026.03 | 30.84 | 0.872 | |
| RestormerVenue=CVPR’22, Method Category=General2026.03 | 30.67 | 0.865 | |
| NAFNetVenue=ECCV’22, Method Category=General2026.03 | 30.47 | 0.865 | |
| DLParams.=2M, Blind Evaluation=true2024.08 | 30.41 | 0.861 | |
| BRDNetParams.=-, Blind Evaluation=true2024.08 | 29.76 | 0.836 | |
| DnCNNTrained with sigma=252021.07 | 29.23 | — | |
| R3NTrained with sigma=252021.07 | 28.95 | — | |
| FDGANParams.=-, Blind Evaluation=true2024.08 | 28.81 | 0.868 | |
| WNNMTrained with sigma=252021.07 | 28.8 | — | |
| R3LTrained with sigma=252021.07 | 28.73 | — | |
| BM3DTrained with sigma=252021.07 | 28.56 | — | |
| LPNetParams.=-, Blind Evaluation=true2024.08 | 24.77 | 0.748 |