Image Dehazing on SOTS (test)
39.95PSNRInstr.-IPT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Instr.-IPTmodel size=standard2024.06 | 39.95 | — | — | — | — | — | — | — | |
| Instr.-IPT-Tinymodel size=tiny2024.06 | 37.51 | — | — | — | — | — | — | — | |
| ClusIR2025.12 | 32.67 | 98.3 | — | — | — | — | — | — | |
| ClusIRVenue=Ours, Task Setting=N+H+R+B+L2025.12 | 31.94 | 98.2 | — | — | — | — | — | — | |
| ClearAIRsetting=Single-task2026.01 | 31.91 | 97.8 | — | — | — | — | — | — | |
| DehazeFormersetting=Single-task2026.01 | 31.78 | 97.7 | — | — | — | — | — | — | |
| DehazeFormer2025.12 | 31.78 | 97.7 | — | — | — | — | — | — | |
| Res-HAIR2024.08 | 31.68 | 98 | — | — | — | — | — | — | |
| UniProcessorAssistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 31.66 | 97.9 | — | — | — | — | — | — | |
| Perceive-IR2025.12 | 31.65 | 97.7 | — | — | — | — | — | — | |
| DFPIRApproach Type=Specialized all-in-one approach2025.05 | 31.64 | 97.9 | — | — | — | — | — | — | |
| DFPIRVenue=CVPR'25, Task Setting=N+H+R+B+L2025.12 | 31.64 | 97.9 | — | — | — | — | — | — | |
| VLU-Net2025.03 | 31.43 | 98 | — | — | — | — | — | — | |
| RAMParams.=6M2024.07 | 31.38 | 97.9 | — | — | — | — | — | — | |
| MOCE-IR-SParams=11M, Model Scale=Light, Approach=Specialized all-in-one2024.11 | 31.33 | 97.8 | — | — | — | — | — | — | |
| PromptIRSetting=single-task2023.06 | 31.31 | 97.3 | — | — | — | — | — | — | |
| PromptIR2024.08 | 31.31 | 97.3 | — | — | — | — | — | — | |
| PromptIR2025.03 | 31.31 | 97.3 | — | — | — | — | — | — | |
| PromptIRsetting=Single-task2026.01 | 31.31 | 97.3 | — | — | — | — | — | — | |
| PromptIR2025.12 | 31.31 | 97.3 | — | — | — | — | — | — | |
| DA-RCOTSetting=Paired2024.11 | 31.26 | 97.7 | 0.007 | 4.058 | — | — | — | — | |
| FSNet2025.03 | 31.11 | 97.1 | — | — | — | — | — | — | |
| FSNetsetting=Single-task2026.01 | 31.11 | 97.1 | — | — | — | — | — | — | |
| FSNet2025.12 | 31.11 | 97.1 | — | — | — | — | — | — | |
| AdaIRRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 31.06 | 98 | — | — | — | — | — | — | |
| NAFNetsetting=Single-task2026.01 | 30.98 | 97 | — | — | — | — | — | — | |
| NAFNet2025.12 | 30.98 | 97 | — | — | — | — | — | — | |
| RestormerSetting=single-task2023.06 | 30.87 | 96.9 | — | — | — | — | — | — | |
| Restormer2024.08 | 30.87 | 96.9 | — | — | — | — | — | — | |
| Restormer2025.03 | 30.87 | 96.9 | — | — | — | — | — | — | |
| Restormersetting=Single-task2026.01 | 30.87 | 96.9 | — | — | — | — | — | — | |
| Restormer2025.12 | 30.87 | 96.9 | — | — | — | — | — | — | |
| Art PromptIRParams.=36M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 30.83 | 97.9 | — | — | — | — | — | — | |
| Res-HAIRParams.=29M, Blind restoration=true2024.08 | 30.62 | 97.8 | — | — | — | — | — | — | |
| PromptIRParams.=36M, Blind restoration=true2024.08 | 30.61 | 97.4 | — | — | — | — | — | — | |
| PromptIREvaluation Setting=All-in-one2023.06 | 30.58 | 97.4 | — | — | — | — | — | — | |
| PromptIRRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 30.58 | 97.4 | — | — | — | — | — | — | |
| PromptIRSetting=Paired2024.11 | 30.58 | 97.4 | 0.012 | 13.23 | — | — | — | — | |
| PromptIR2024.06 | 30.58 | — | — | — | — | — | — | — | |
| PromptIRParams.=36M2024.07 | 30.58 | 97.4 | — | — | — | — | — | — | |
| NAF-ADMS-22024.06 | 30.56 | — | — | — | — | — | — | — | |
| AdaIRVenue=ICLR'25, Task Setting=N+H+R+B+L2025.12 | 30.53 | 97.8 | — | — | — | — | — | — | |
| MoCE-IRParams=25M, Model Scale=Heavy, Approach=Specialized all-in-one2024.11 | 30.48 | 97.4 | — | — | — | — | — | — | |
| MoCE-IRVenue=CVPR'25, Task Setting=N+H+R+B+L2025.12 | 30.48 | 97.4 | — | — | — | — | — | — | |
| RCOTSetting=Paired2024.11 | 30.32 | 97.3 | 0.009 | 10.52 | — | — | — | — | |
| InstructIR2024.08 | 30.22 | 95.9 | — | — | — | — | — | — | |
| InstructIR-3DParams.=16M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 30.22 | 95.9 | — | — | — | — | — | — | |
| InstructIR2025.03 | 30.22 | 95.9 | — | — | — | — | — | — | |
| DA-CLIPSetting=Paired2024.11 | 30.12 | 97.2 | 0.009 | 8.952 | — | — | — | — | |
| RestormerSetting=Paired2024.11 | 29.92 | 97 | 0.035 | 22.29 | — | — | — | — | |
| DA-CLIPParams.=125M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.07 | 29.46 | 96.3 | — | — | — | — | — | — | |
| DMT-Net2021.08 | 29.42 | 97 | — | — | — | — | — | — | |
| IR-SDESetting=Paired2024.11 | 29.35 | 96.1 | 0.029 | 19.8 | — | — | — | — | |
| CAPTNet2024.06 | 29.28 | — | — | — | — | — | — | — | |
| CogSENet2026.06 | 28.72 | 96.92 | — | — | — | — | — | — | |
| IDRSetting=Paired2024.11 | 28.68 | 96.8 | 0.018 | 18.55 | — | — | — | — | |
| DID-Net2021.08 | 28.3 | 95 | — | — | — | — | — | — | |
| MPRNet2026.06 | 28.21 | 96.72 | — | — | — | — | — | — | |
| Perceive-IRVenue=TIP'25, Task Setting=N+H+R+B+L2025.12 | 28.19 | 96.4 | — | — | — | — | — | — | |
| AirNetEvaluation Setting=All-in-one2023.06 | 27.94 | 96.2 | — | — | — | — | — | — | |
| AirNetRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 27.94 | 96.2 | — | — | — | — | — | — | |
| AirNetSetting=Paired2024.11 | 27.94 | 96.2 | 0.03 | 26.71 | — | — | — | — | |
| AirNet2024.06 | 27.94 | — | — | — | — | — | — | — | |
| AirNetParams.=9M2024.07 | 27.94 | 96.2 | — | — | — | — | — | — | |
| DAYear=20202021.08 | 27.76 | 93 | — | — | — | — | — | — | |
| DA-RCOTSetting=Unpaired2024.11 | 27.64 | 96.4 | 0.027 | 23.17 | — | — | — | — | |
| GridDehazeNet2026.06 | 27.17 | 93 | 0.06 | — | 2.7 | 31.41 | 0.49 | 5.3 | |
| InstructIR-5Ddegradation dimension=5D2024.06 | 27.1 | — | — | — | — | — | — | — | |
| InstructIR-5DParams=17M, Model Scale=Heavy, Approach=Specialized all-in-one2024.11 | 27.1 | 95.6 | — | — | — | — | — | — | |
| InstructIRApproach Type=Specialized all-in-one approach2025.05 | 27.1 | 95.6 | — | — | — | — | — | — | |
| InstructIRVenue=ECCV'24, Task Setting=N+H+R+B+L2025.12 | 27.1 | 95.6 | — | — | — | — | — | — | |
| RCOTSetting=Unpaired2024.11 | 27.02 | 94.5 | 0.038 | 32.26 | — | — | — | — | |
| InstructIRParams.=16M, Blind restoration=false2024.08 | 27 | 95.1 | — | — | — | — | — | — | |
| DLEvaluation Setting=All-in-one2023.06 | 26.92 | 89.1 | — | — | — | — | — | — | |
| DLRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 26.92 | 93.1 | — | — | — | — | — | — | |
| DLSetting=Paired2024.11 | 26.92 | 93.1 | 0.042 | 30.05 | — | — | — | — | |
| DLParams.=2M2024.07 | 26.92 | 93.1 | — | — | — | — | — | — | |
| FFA-NetYear=20202021.08 | 26.88 | 95 | — | — | — | — | — | — | |
| GridformerParams=34M, Model Scale=Heavy, Approach=Specialized all-in-one2024.11 | 26.79 | 95.1 | — | — | — | — | — | — | |
| GridformerVenue=IJCV'24, Task Setting=N+H+R+B+L2025.12 | 26.79 | 95.1 | — | — | — | — | — | — | |
| PromptIRVenue=NeurIPS'23, Task Setting=N+H+R+B+L2025.12 | 26.54 | 94.9 | — | — | — | — | — | — | |
| GDNYear=20192021.08 | 26.05 | 95 | — | — | — | — | — | — | |
| MambaIRParams=27M, Model Scale=Heavy, Approach=Specialized all-in-one2024.11 | 25.81 | 94.4 | — | — | — | — | — | — | |
| OTURSetting=Unpaired2024.11 | 25.56 | 93.5 | 0.046 | 39.59 | — | — | — | — | |
| MPRNetSetting=Paired2024.11 | 25.43 | 95.6 | 0.038 | 28.15 | — | — | — | — | |
| MPRNetEvaluation Setting=All-in-one2023.06 | 25.28 | 95.4 | — | — | — | — | — | — | |
| MPRNetRestoration Setting=all-in-one, Crop Size=128x1282024.03 | 25.28 | 95.5 | — | — | — | — | — | — | |
| WGAN-GPSetting=Unpaired2024.11 | 25.28 | 92.9 | 0.043 | 34.98 | — | — | — | — | |
| MPRNetParams.=16M2024.07 | 25.28 | 95.5 | — | — | — | — | — | — | |
| IDRParams.=15M, Blind restoration=true2024.08 | 25.24 | 94.3 | — | — | — | — | — | — | |
| IDRParams=15M, Model Scale=Heavy, Approach=Specialized all-in-one2024.11 | 25.24 | 94.3 | — | — | — | — | — | — | |
| IDRApproach Type=Specialized all-in-one approach2025.05 | 25.24 | 94.3 | — | — | — | — | — | — | |
| IDRVenue=CVPR'23, Task Setting=N+H+R+B+L2025.12 | 25.24 | 94.3 | — | — | — | — | — | — | |
| NAFNetParams.=17M, Blind restoration=true2024.08 | 25.23 | 93.9 | — | — | — | — | — | — | |
| NAFNetParams=17M, Model Scale=Heavy, Approach=General image restorer2024.11 | 25.23 | 93.9 | — | — | — | — | — | — | |
| NAFNetApproach Type=General image restorer2025.05 | 25.23 | 93.9 | — | — | — | — | — | — | |
| InstructIR2024.06 | 25.2 | — | — | — | — | — | — | — | |
| Dehaze-GaussianImage2026.06 | 25.07 | 94 | 0.14 | — | 3.09 | 74.37 | 0.61 | 16.4 | |
| DGUNetParams.=17M, Blind restoration=true2024.08 | 24.78 | 94 | — | — | — | — | — | — | |
| DGUNetParams=17M, Model Scale=Heavy, Approach=General image restorer2024.11 | 24.78 | 94 | — | — | — | — | — | — |