Dehazing on SOTS (PSNR, SSIM, LPIPS, FID)
36.84PSNRInstructIR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| InstructIRParams.=16M2024.07 | 36.84 | 97.3 | — | — | |
| SLER-IRReference=Ours2026.03 | 33.43 | 98.5 | — | — | |
| SLER-IRReference=Ours2026.03 | 33 | 98.2 | — | — | |
| DFC-IRType=All-in-one, Params.=33.1M2026.05 | 32.28 | 98.2 | — | — | |
| MMFE-IRTraining Data=Additional Rain13K dataset [19]2026.05 | 32.24 | 98.1 | — | — | |
| EvoIRTraining=Single-task, Method Class=AiOIR2025.12 | 32.21 | 98.4 | — | — | |
| MMFE-IRTraining Data=Standard2026.05 | 32.16 | 98.1 | — | — | |
| MMFE-IR2026.05 | 32.13 | 98.2 | — | — | |
| CEA-IRParams.=22M, Capacity=Heavy2026.05 | 31.96 | 98.1 | — | — | |
| DFPIR2026.05 | 31.87 | 98 | — | — | |
| DFPIRType=All-in-one, Params.=31.1M2026.05 | 31.87 | 98 | — | — | |
| DehazeFormerTraining=Single-task2025.12 | 31.78 | 97.7 | — | — | |
| UniProcessorParams.=1002M, Model Scale=Heavy, VLM-based=true2024.11 | 31.66 | 97.9 | — | — | |
| Perceive-IRTraining=Single-task, Method Class=AiOIR2025.12 | 31.65 | 97.7 | — | — | |
| DFPIRVenue=CVPR 20252026.05 | 31.64 | 97.9 | — | — | |
| M2IRVenue=Ours, Category=All-in-One2026.03 | 31.63 | 98.1 | — | — | |
| TEAFormerVenue=ICCV 20252026.05 | 31.57 | 98 | — | — | |
| MIRAGEVenue=ICLR’26, Category=All-in-One2026.03 | 31.45 | 98 | — | — | |
| AdaIR + UDPModule=UDP2026.01 | 31.41 | 98 | — | — | |
| MoCE-IRParams.=25M, Model Scale=Heavy, VLM-based=false2024.11 | 31.34 | 97.9 | — | — | |
| MoCEIRReference=CVPR’252026.03 | 31.34 | 97.9 | — | — | |
| MoCE-IR2026.05 | 31.34 | 97.9 | — | — | |
| MoCE-IRType=All-in-one, Params.=25.4M2026.05 | 31.34 | 97.9 | — | — | |
| PromptIR + UDPModule=UDP2026.01 | 31.33 | 98 | — | — | |
| MoCE-IR-SParams.=11M, Capacity=Light2026.05 | 31.33 | 97.8 | — | — | |
| PromptIRParams.=36M2024.07 | 31.31 | 97.3 | — | — | |
| PromptIRTraining=Single-task, Method Class=AiOIR2025.12 | 31.31 | 97.3 | — | — | |
| DRNetParams (M)=7.39, prompt=Enabled2026.05 | 31.28 | 98 | — | — | |
| DA-RCOTType=All-in-one, Params.=52.3M2026.05 | 31.26 | 97.7 | — | — | |
| BaryIRVenue=TPAMI’26, Category=All-in-One2026.03 | 31.2 | 97.9 | — | — | |
| OursParams (M)=7.392026.05 | 31.15 | 97.9 | — | — | |
| FSNetTraining=Single-task2025.12 | 31.11 | 97.1 | — | — | |
| ClearAIRSource=-, Params.=31M2026.01 | 31.08 | 98.1 | — | — | |
| Ours w/o promptParams (M)=7.392026.05 | 31.07 | 97.9 | — | — | |
| AdaIRSource=ICLR’25, Params.=29M2026.01 | 31.06 | 98 | — | — | |
| AdaIRParams (M)=28.772026.05 | 31.06 | 98 | — | — | |
| AdaIR2026.05 | 31.06 | 98 | — | — | |
| AdaIRType=All-in-one, Params.=28.8M2026.05 | 31.06 | 98 | — | — | |
| MEASNetVenue=TCSVT’25, Category=All-in-One2026.03 | 31.05 | 98 | — | — | |
| CEA-IR-SParams.=10M, Capacity=Light2026.05 | 31.02 | 97.9 | — | — | |
| Res-HAIRParams.=29M, Blind Evaluation=true2024.08 | 30.98 | 97.9 | — | — | |
| NAFNetTraining=Single-task2025.12 | 30.98 | 97 | — | — | |
| DA-RCOTsetting=paired2024.11 | 30.96 | 97.5 | 0.008 | 10.62 | |
| DA-RCOT2026.01 | 30.96 | 97.5 | — | — | |
| MoCE-IR-SParams.=11M, Model Scale=Light, VLM-based=false2024.11 | 30.94 | 97.9 | — | — | |
| RAMParams.=6M2024.07 | 30.92 | 97.9 | — | — | |
| Perceive-IRSource=TIP’25, Params.=42M2026.01 | 30.87 | 97.5 | — | — | |
| RestormerTraining=Single-task2025.12 | 30.87 | 96.9 | — | — | |
| Perceive-IRParams (M)=42.022026.05 | 30.87 | 97.5 | — | — | |
| VLU-Net2026.01 | 30.84 | 98 | — | — | |
| VLU-NetParams=35M2026.01 | 30.84 | 98 | — | — | |
| VLU-NetReference=CVPR’252026.03 | 30.84 | 98 | — | — | |
| VLU-NetParams.=35M, Capacity=Heavy2026.05 | 30.84 | 98 | — | — | |
| VLU-NetVenue=CVPR 20252026.05 | 30.84 | 98 | — | — | |
| Art-PromptIRParams.=33M, Model Scale=Heavy, VLM-based=false2024.11 | 30.83 | 97.9 | — | — | |
| Art-PromptIRType=All-in-one, Params.=33.2M2026.05 | 30.83 | 97.9 | — | — | |
| DCPTPromptIR2026.01 | 30.72 | 97.7 | — | — | |
| VLU-NetType=deep unfolding, Params.=35M, Setting=NHR settings2025.03 | 30.71 | 98 | — | — | |
| VLU-NetSource=CVPR’25, Params.=35M2026.01 | 30.71 | 98 | — | — | |
| VLU-NetReference=CVPR’252026.03 | 30.71 | 98 | — | — | |
| VLU-Net2026.05 | 30.71 | 98 | — | — | |
| VLU-NetType=All-in-one, Params.=35.4M2026.05 | 30.71 | 98 | — | — | |
| DRNetParams (M)=7.39, prompt=Disabled2026.05 | 30.66 | 97.8 | — | — | |
| Res-HAIRParams.=29M, Capacity=Heavy2026.05 | 30.62 | 97.8 | — | — | |
| PromptIRParams.=36M, Blind Evaluation=true2024.08 | 30.58 | 95.9 | — | — | |
| PromptIRParams.=36M, Model Scale=Heavy, VLM-based=false2024.11 | 30.58 | 97.4 | — | — | |
| PromptIRType=All-in-one (end-to-end), Params.=33M, Setting=NHR settings2025.03 | 30.58 | 97.4 | — | — | |
| PromptIRSource=NeurIPS’23, Params.=36M2026.01 | 30.58 | 97.4 | — | — | |
| PromptIRReference=NeurIPS’232026.03 | 30.58 | 97.4 | — | — | |
| PromptIRParams (M)=32.962026.05 | 30.58 | 97.4 | — | — | |
| PromptIR2026.05 | 30.58 | 97.4 | — | — | |
| AdaIR2026.01 | 30.53 | 97.8 | — | — | |
| AdaIRParams=29M2026.01 | 30.53 | 97.8 | — | — | |
| AdaIRVenue=ICLR’25, Category=All-in-One2026.03 | 30.53 | 97.8 | — | — | |
| AdaIRParams (M)=28.772026.05 | 30.53 | 97.8 | — | — | |
| AdaIRVenue=ICLR 20252026.05 | 30.53 | 97.8 | — | — | |
| MoCEIRReference=CVPR’252026.03 | 30.48 | 97.4 | — | — | |
| MoCE-IRVenue=CVPR’25, Category=All-in-One2026.03 | 30.48 | 97.4 | — | — | |
| MoCE-IRParams.=25M, Capacity=Heavy2026.05 | 30.48 | 97.4 | — | — | |
| MoCE-IRVenue=CVPR 20252026.05 | 30.48 | 97.4 | — | — | |
| PromptIRsetting=paired2024.11 | 30.41 | 97.2 | 0.017 | 20.12 | |
| GridformerParams.=34M, Model Scale=Heavy, VLM-based=false2024.11 | 30.37 | 97 | — | — | |
| GridformerType=All-in-one (end-to-end), Params.=34M, Setting=NHR settings2025.03 | 30.37 | 97 | — | — | |
| GridformerSource=IJCV’24, Params.=34M2026.01 | 30.37 | 97 | — | — | |
| GridformerParams (M)=34.072026.05 | 30.37 | 97 | — | — | |
| GridFormer2026.05 | 30.37 | 97 | — | — | |
| GridformerType=All-in-one, Params.=34.1M2026.05 | 30.37 | 97 | — | — | |
| DPPDPromptIR2026.01 | 30.31 | 98 | — | — | |
| RCOTsetting=paired2024.11 | 30.26 | 97.1 | 0.016 | 16.74 | |
| Pool-AIO2026.01 | 30.25 | 97.7 | — | — | |
| Pool-AIOVenue=TIP’25, Category=All-in-One2026.03 | 30.25 | 97.7 | — | — | |
| InstructIRParams.=16M, Blind Evaluation=false2024.08 | 30.22 | 95.9 | — | — | |
| InstructIRType=All-in-one (end-to-end), Params.=16M, Setting=NHR settings2025.03 | 30.22 | 95.9 | — | — | |
| InstructIRSource=ECCV’24, Params.=16M2026.01 | 30.22 | 95.9 | — | — | |
| InstructIRReference=ECCV’242026.03 | 30.22 | 95.9 | — | — | |
| InstructIR-3DParams (M)=15.82026.05 | 30.22 | 95.9 | — | — | |
| InstructIR2026.05 | 30.22 | 95.9 | — | — | |
| InstructIRType=All-in-one, Params.=15.8M2026.05 | 30.22 | 95.9 | — | — | |
| ClearAIRParams=31M2026.01 | 30.12 | 97.8 | — | — | |
| RestormerParams.=26M, Blind Evaluation=true2024.08 | 29.92 | 97 | — | — |