Image Deraining on Rain100L
42PSNRNeRD-Rain-S
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeRD-Rain-SSupervision Type=Supervised2025.03 | 42 | 0.99 | |
| NeRD-Rain-SSupervision=Supervised2026.05 | 42 | 0.99 | |
| AdaptIR#param=697K, GPU memory=~8G, training time=~10h, multi-task setting=true2023.12 | 41.27 | 0.988 | |
| DRSformerSupervision=Supervised2026.05 | 41.23 | 0.983 | |
| MLMIRSetting=Task-aligned, Evaluation Channel=Y channel2026.06 | 40.38 | 0.985 | |
| MHNet2023.02 | 40.04 | 0.985 | |
| MHNetSetting=Task-aligned, Evaluation Channel=Y channel2026.06 | 40.04 | 0.985 | |
| DRSformer2023.02 | 40.01 | 0.989 | |
| SDLNet2023.02 | 39.52 | 0.981 | |
| ENS-Deraining2026.05 | 39.37 | 0.979 | |
| M²IRVenue=Ours, Method Category=All-in-One2026.03 | 39.36 | 0.986 | |
| M2IRCategory=All-In-One, Setting=One-by-one2026.03 | 39.33 | 0.986 | |
| PPTformerSetting=Task-aligned, Evaluation Channel=Y channel2026.06 | 39.33 | 0.983 | |
| U2Former2023.02 | 39.31 | 0.982 | |
| FreqMamba2026.05 | 39.18 | 0.981 | |
| ACLSetting=Task-aligned, Evaluation Channel=Y channel2026.06 | 39.18 | 0.983 | |
| VMambaIR2026.05 | 39.09 | 0.979 | |
| EvoIRParams (M)=36.682025.12 | 39.07 | 0.985 | |
| EfDeRain+Setting=Task-aligned, Evaluation Channel=Y channel2026.06 | 39.03 | 0.972 | |
| BaryIRVenue=TPAMI’26, Method Category=All-in-One2026.03 | 39.02 | 0.985 | |
| MEASNetVenue=TCSVT’25, Method Category=All-in-One2026.03 | 39 | 0.985 | |
| Restormer2021.11 | 38.99 | 0.978 | |
| Restormer2023.02 | 38.99 | 0.975 | |
| Restormer2026.05 | 38.99 | 0.978 | |
| MIRAGEVenue=ICLR’26, Method Category=All-in-One2026.03 | 38.94 | 0.985 | |
| VLU-NetParams.=35M, Model Capacity=Heavy2026.05 | 38.93 | 0.984 | |
| CEA-IRParams.=22M, Model Capacity=Heavy2026.05 | 38.92 | 0.985 | |
| AdaIRsetting=single-task2024.03 | 38.9 | 0.985 | |
| AdaIRCategory=All-In-One, Setting=One-by-one2026.03 | 38.9 | 0.985 | |
| MambaIR2026.05 | 38.78 | 0.977 | |
| ClusIRVenue=Ours, Setting=N+H+R2025.12 | 38.71 | 0.984 | |
| Ours OHvariant=OH2024.11 | 38.69 | 0.982 | |
| CWP-Net2026.03 | 38.68 | 0.984 | |
| DFPIR2025.05 | 38.65 | 0.982 | |
| DFPIRVenue=CVPR’25, Setting=N+H+R2025.12 | 38.65 | 0.982 | |
| DFPIRParams (M)=31.12025.12 | 38.65 | 0.982 | |
| AdaIR2024.11 | 38.64 | 0.983 | |
| Ours SWvariant=SW2024.11 | 38.64 | 0.982 | |
| AdaIRVenue=ICLR’25, Setting=N+H+R2025.12 | 38.64 | 0.983 | |
| AdaIRParams (M)=28.772025.12 | 38.64 | 0.983 | |
| AdaIRVenue=ICLR’25, Method Category=All-in-One2026.03 | 38.64 | 0.983 | |
| CEA-IR-SParams.=10M, Model Capacity=Light2026.05 | 38.62 | 0.984 | |
| Res-HAIRParams.=29M, Model Capacity=Heavy2026.05 | 38.59 | 0.983 | |
| MoCE-IRVenue=CVPR’25, Setting=N+H+R2025.12 | 38.57 | 0.984 | |
| MoCE-IRParams (M)=25.352025.12 | 38.57 | 0.984 | |
| MoCE-IRVenue=CVPR’25, Method Category=All-in-One2026.03 | 38.57 | 0.984 | |
| MoCE-IRParams.=25M, Model Capacity=Heavy2026.05 | 38.57 | 0.984 | |
| VLU-Net2025.12 | 38.54 | 0.982 | |
| Pool-AIOVenue=TIP’25, Method Category=All-in-One2026.03 | 38.54 | 0.983 | |
| VLU-NetType=All-in-one, Params.=35.4M2026.05 | 38.54 | 0.982 | |
| SE-SymUNet2025.12 | 38.44 | 0.983 | |
| Perceive-IRCategory=All-In-One, Setting=One-by-one2026.03 | 38.41 | 0.984 | |
| PromptIRSupervision Type=Supervised2025.03 | 38.34 | 0.983 | |
| IR-SDE2026.05 | 38.3 | 0.98 | |
| Perceive-IRVenue=TIP’25, Setting=N+H+R2025.12 | 38.29 | 0.98 | |
| Perceive-IRParams (M)=42.022025.12 | 38.29 | 0.98 | |
| Perceive-IRVenue=TIP’25, Method Category=All-in-One2026.03 | 38.29 | 0.98 | |
| MoCE-IR-SParams.=11M, Model Capacity=Light2026.05 | 38.22 | 0.983 | |
| UniProcessorParams.=1002M, Model Capacity=Heavy2026.05 | 38.17 | 0.982 | |
| MPRNetRestoration Approach Category=General Image Restoration2024.03 | 38.16 | 0.981 | |
| DRSformerCategory=Task-Specific, Setting=One-by-one2026.03 | 38.14 | 0.983 | |
| SymUNet2025.12 | 38.05 | 0.981 | |
| MoCE-IR2025.12 | 38.04 | 0.982 | |
| MoCE-IRType=All-in-one, Params.=25.4M2026.05 | 38.04 | 0.982 | |
| AdaIRRestoration Approach Category=Specialized All-in-One Restoration2024.03 | 38.02 | 0.981 | |
| AdaIRType=All-in-one, Params.=28.8M2026.05 | 38.02 | 0.981 | |
| FSNetSetting=Task-aligned, Evaluation Channel=Y channel2026.06 | 38 | 0.972 | |
| InstructIR2025.05 | 37.98 | 0.978 | |
| InstructIRVenue=ECCV’24, Setting=N+H+R2025.12 | 37.98 | 0.978 | |
| InstructIRParams (M)=15.842025.12 | 37.98 | 0.978 | |
| InstructIR-3DVenue=ECCV’24, Method Category=All-in-One2026.03 | 37.98 | 0.978 | |
| PromptIR+ArtParams.=33M, Model Capacity=Heavy2026.05 | 37.94 | 0.982 | |
| DFC-IRType=All-in-one, Params.=33.1M2026.05 | 37.91 | 0.983 | |
| DA-RCOTType=All-in-one, Params.=52.3M2026.05 | 37.87 | 0.98 | |
| AdaptIRNumber of parameters=697K, Training time=~8h, GPU memory=~8G2023.12 | 37.81 | 0.981 | |
| DaAIRTraining Protocol=Single-Degradation2024.05 | 37.78 | 0.982 | |
| LoRA-IRParams.=–, Model Capacity=Heavy2026.05 | 37.75 | 0.979 | |
| DFPIR2025.12 | 37.62 | 0.978 | |
| DFPIRType=All-in-one, Params.=31.1M2026.05 | 37.62 | 0.978 | |
| Lin et al.2026.03 | 37.58 | 0.979 | |
| RestormerSupervision Type=Supervised2025.03 | 37.57 | 0.974 | |
| RestormerSupervision=Supervised2026.05 | 37.57 | 0.974 | |
| Fourmer2026.05 | 37.47 | 0.97 | |
| NAFNet2023.02 | 37.4 | 0.964 | |
| SPAIR2023.02 | 37.3 | 0.978 | |
| HINet2023.02 | 37.28 | 0.97 | |
| FSNetCategory=General-Purpose, Setting=One-by-one2026.03 | 37.27 | 0.98 | |
| Perceive-IR2025.12 | 37.25 | 0.977 | |
| MPRNet2023.02 | 37.2 | 0.965 | |
| GridformerVenue=IJCV’24, Setting=N+H+R2025.12 | 37.15 | 0.972 | |
| GridformerParams (M)=34.072025.12 | 37.15 | 0.972 | |
| GridformerVenue=IJCV’24, Method Category=All-in-One2026.03 | 37.15 | 0.972 | |
| GridformerParams.=34M, Model Capacity=Heavy2026.05 | 37.15 | 0.972 | |
| DaAIRParameters=6M2024.05 | 37.1 | 0.978 | |
| PromptIRsetting=single-task2024.03 | 37.04 | 0.979 | |
| PromptIRTraining Protocol=Single-Degradation2024.05 | 37.04 | 0.979 | |
| PromptIRNumber of parameters=97M, Training time=~84h, GPU memory=~128G2023.12 | 37.04 | 0.979 | |
| PromptIRCategory=All-In-One, Setting=One-by-one2026.03 | 37.04 | 0.979 | |
| NAFNetSupervision Type=Supervised2025.03 | 37 | 0.978 | |
| SPAIR2021.11 | 36.93 | 0.969 |