Image Dehazing on SOTS
37.17PSNRAECR-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AECR-Net# Param=2.61M2021.04 | 37.17 | 99.01 | — | — | |
| FFA-Net# Param=4.68M2021.04 | 36.39 | 98.86 | — | — | |
| KDDN# Param=5.99M2021.04 | 34.72 | 98.45 | — | — | |
| MSBDN# Param=31.35M2021.04 | 33.79 | 98.4 | — | — | |
| MSBDN2021.09 | 33.79 | 0.985 | 0.038 | 10.36 | |
| CWP-Net2026.03 | 33.21 | 0.983 | — | — | |
| ClusIRVenue=Ours, Setting=N+H+R2025.12 | 32.85 | 0.983 | — | — | |
| FDU2021.04 | 32.68 | 97.6 | — | — | |
| M²IRVenue=Ours, Method Category=All-in-One2026.03 | 32.63 | 0.984 | — | — | |
| CEA-IRParams.=22M, Model Capacity=Heavy2026.05 | 32.33 | 0.983 | — | — | |
| DaAIRParameters=6M2024.05 | 32.3 | 0.981 | — | — | |
| DFC-IRType=All-in-one, Params.=33.1M2026.05 | 32.27 | 0.982 | — | — | |
| HyLoG-ViT2021.09 | 32.17 | 0.97 | 0.041 | 14.32 | |
| GridDehazeNet# Param=0.96M2021.04 | 32.16 | 98.36 | — | — | |
| M2IRCategory=All-In-One, Setting=One-by-one2026.03 | 32.12 | 0.984 | — | — | |
| EvoIRParams (M)=36.682025.12 | 32.08 | 98.2 | — | — | |
| DaAIRprotocol=single degradation2024.05 | 31.99 | 0.981 | — | — | |
| DaAIRParams.=6M, Is General Restorer=false2024.05 | 31.97 | 0.98 | — | — | |
| CEA-IR-SParams.=10M, Model Capacity=Light2026.05 | 31.9 | 0.981 | — | — | |
| DFPIR2025.05 | 31.87 | 0.98 | — | — | |
| DFPIRVenue=CVPR’25, Setting=N+H+R2025.12 | 31.87 | 0.98 | — | — | |
| DFPIRParams (M)=31.12025.12 | 31.87 | 98 | — | — | |
| MIRAGEVenue=ICLR’26, Method Category=All-in-One2026.03 | 31.86 | 0.981 | — | — | |
| AdaIRCategory=All-In-One, Setting=One-by-one2026.03 | 31.8 | 0.981 | — | — | |
| DehazeFormerCategory=Task-Specific, Setting=One-by-one2026.03 | 31.78 | 0.977 | — | — | |
| UniProcessorParams.=1002M, Model Capacity=Heavy2026.05 | 31.66 | 0.979 | — | — | |
| Perceive-IRCategory=All-In-One, Setting=One-by-one2026.03 | 31.65 | 0.977 | — | — | |
| DFPIRType=All-in-one, Params.=31.1M2026.05 | 31.64 | 0.979 | — | — | |
| Lin et al.2026.03 | 31.63 | 0.98 | — | — | |
| MEASNetVenue=TCSVT’25, Method Category=All-in-One2026.03 | 31.61 | 0.981 | — | — | |
| BaryIRVenue=TPAMI’26, Method Category=All-in-One2026.03 | 31.4 | 0.98 | — | — | |
| MoCE-IRVenue=CVPR’25, Setting=N+H+R2025.12 | 31.34 | 0.979 | — | — | |
| MoCE-IRParams (M)=25.352025.12 | 31.34 | 97.9 | — | — | |
| MoCE-IRVenue=CVPR’25, Method Category=All-in-One2026.03 | 31.34 | 0.979 | — | — | |
| MoCE-IRParams.=25M, Model Capacity=Heavy2026.05 | 31.34 | 0.979 | — | — | |
| PromptIRprotocol=single degradation2024.05 | 31.31 | 0.973 | — | — | |
| PromptIRCategory=All-In-One, Setting=One-by-one2026.03 | 31.31 | 0.973 | — | — | |
| FSNetCategory=General-Purpose, Setting=One-by-one2026.03 | 31.11 | 0.971 | — | — | |
| AdaIRVenue=ICLR’25, Setting=N+H+R2025.12 | 31.06 | 0.98 | — | — | |
| AdaIRParams (M)=28.772025.12 | 31.06 | 98 | — | — | |
| AdaIRVenue=ICLR’25, Method Category=All-in-One2026.03 | 31.06 | 0.98 | — | — | |
| NAFNetCategory=General-Purpose, Setting=One-by-one2026.03 | 30.98 | 0.97 | — | — | |
| Res-HAIRParams.=29M, Model Capacity=Heavy2026.05 | 30.98 | 0.979 | — | — | |
| DA-RCOTType=All-in-one, Params.=52.3M2026.05 | 30.96 | 0.975 | — | — | |
| Pool-AIOVenue=TIP’25, Method Category=All-in-One2026.03 | 30.94 | 0.98 | — | — | |
| MoCE-IR-SParams.=11M, Model Capacity=Light2026.05 | 30.94 | 0.979 | — | — | |
| Perceive-IRVenue=TIP’25, Setting=N+H+R2025.12 | 30.87 | 0.975 | — | — | |
| Perceive-IRParams (M)=42.022025.12 | 30.87 | 97.5 | — | — | |
| Perceive-IRVenue=TIP’25, Method Category=All-in-One2026.03 | 30.87 | 0.975 | — | — | |
| RestormerCategory=General-Purpose, Setting=One-by-one2026.03 | 30.87 | 0.969 | — | — | |
| VLU-NetType=All-in-one, Params.=35.4M2026.05 | 30.84 | 0.98 | — | — | |
| PromptIR+ArtParams.=33M, Model Capacity=Heavy2026.05 | 30.83 | 0.979 | — | — | |
| VLU-NetParams.=35M, Model Capacity=Heavy2026.05 | 30.71 | 0.98 | — | — | |
| Up-RestorerVenue=AAAI’25, Setting=N+H+R2025.12 | 30.68 | 0.977 | — | — | |
| Up-RestorerParams (M)=28.012025.12 | 30.68 | 97.7 | — | — | |
| LoRA-IRParams.=–, Model Capacity=Heavy2026.05 | 30.68 | 0.961 | — | — | |
| PromptIRParameters=36M2024.05 | 30.58 | 0.974 | — | — | |
| PromptIR2025.05 | 30.58 | 0.974 | — | — | |
| PromptIRVenue=NeurIPS’23, Setting=N+H+R2025.12 | 30.58 | 0.974 | — | — | |
| PromptIRParams (M)=32.962025.12 | 30.58 | 97.4 | — | — | |
| PromptIR2026.03 | 30.58 | 0.974 | — | — | |
| PromptIRVenue=NeurIPS’23, Method Category=All-in-One2026.03 | 30.58 | 0.974 | — | — | |
| PromptIRParams.=36M, Model Capacity=Heavy2026.05 | 30.58 | 0.974 | — | — | |
| AdaIRRestoration Approach Category=Specialized All-in-One Restoration2024.03 | 30.53 | 0.978 | — | — | |
| AdaIRType=All-in-one, Params.=28.8M2026.05 | 30.53 | 0.978 | — | — | |
| MoCE-IRType=All-in-one, Params.=25.4M2026.05 | 30.48 | 0.974 | — | — | |
| Restormer2025.05 | 30.43 | 0.975 | — | — | |
| GridformerVenue=IJCV’24, Setting=N+H+R2025.12 | 30.37 | 0.97 | — | — | |
| GridformerParams (M)=34.072025.12 | 30.37 | 97 | — | — | |
| GridformerVenue=IJCV’24, Method Category=All-in-One2026.03 | 30.37 | 0.97 | — | — | |
| GridformerParams.=34M, Model Capacity=Heavy2026.05 | 30.37 | 0.97 | — | — | |
| InstructIR2025.05 | 30.22 | 0.959 | — | — | |
| InstructIRVenue=ECCV’24, Setting=N+H+R2025.12 | 30.22 | 0.959 | — | — | |
| InstructIRParams (M)=15.842025.12 | 30.22 | 95.9 | — | — | |
| InstructIR-3DVenue=ECCV’24, Method Category=All-in-One2026.03 | 30.22 | 0.959 | — | — | |
| FFA2021.09 | 29.92 | 0.975 | 0.043 | 11.24 | |
| IDRVenue=CVPR’23, Setting=N+H+R2025.12 | 29.87 | 0.97 | — | — | |
| IDRParams (M)=15.342025.12 | 29.87 | 97 | — | — | |
| IDRVenue=CVPR’23, Method Category=All-in-One2026.03 | 29.87 | 0.97 | — | — | |
| GDNet2021.09 | 29.78 | 0.978 | 0.036 | 10.86 | |
| MambaIRVenue=ECCV’24, Method Category=General2026.03 | 29.57 | 0.97 | — | — | |
| DA-CLIPParams.=125M, Model Capacity=Heavy2026.05 | 29.46 | 0.963 | — | — | |
| U-WADNModel Type=All-in-one2024.01 | 29.21 | 0.9709 | — | — | |
| FSNetVenue=TPAMI’23, Method Category=General2026.03 | 29.14 | 0.968 | — | — | |
| QDR (Ours)Quantization Precision=INT82026.03 | 28.72 | 96.2 | 0.016 | — | |
| NDRVenue=TIP’24, Setting=N+H+R2025.12 | 28.64 | 0.962 | — | — | |
| NDRParams (M)=28.42025.12 | 28.64 | 96.2 | — | — | |
| ProResVenue=arXiv’23, Setting=N+H+R2025.12 | 28.38 | 0.938 | — | — | |
| ProResParams (M)=370.632025.12 | 28.38 | 93.8 | — | — | |
| FP32 (Reference)Quantization Precision=FP322026.03 | 28.1 | 96.1 | 0.018 | — | |
| QAT + SLKDQuantization Precision=INT82026.03 | 28.09 | 93.4 | 0.024 | — | |
| AirNetModel Type=All-in-one2024.01 | 27.94 | 0.9615 | — | — | |
| AirNetParameters=9M2024.05 | 27.94 | 0.962 | — | — | |
| AirNet2025.05 | 27.94 | 0.962 | — | — | |
| AirNetVenue=CVPR’22, Setting=N+H+R2025.12 | 27.94 | 0.962 | — | — | |
| AirNetParams (M)=8.932025.12 | 27.94 | 96.2 | — | — | |
| AirNet2026.03 | 27.94 | 0.962 | — | — | |
| AirNetVenue=CVPR’22, Method Category=All-in-One2026.03 | 27.94 | 0.962 | — | — | |
| AirNetParams.=9M, Model Capacity=Light2026.05 | 27.94 | 0.962 | — | — | |
| QAT + FAKDQuantization Precision=INT82026.03 | 27.86 | 93.1 | 0.03 | — |