Image Dehazing on SOTS Outdoor
39.76PSNRFourier-RWKV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Fourier-RWKVParams (M)=5.31, FLOPs (G)=15.692025.12 | 39.76 | 0.996 | |
| MLMIRSetting=Task-aligned2026.06 | 39.55 | 0.989 | |
| IRNextSetting=Task-aligned2026.06 | 39.18 | 0.996 | |
| DGFDNetVenue & Year=-, Params=2.08M, FLOPs=13.65G2025.07 | 38.51 | 0.995 | |
| FocalNetVenue=ICCV’23, Params (M)=3.74, FLOPs (G)=30.632025.12 | 37.71 | 0.995 | |
| FocalNetVenue & Year=ICCV 2023, Params=3.74M, FLOPs=30.63G2025.07 | 37.71 | 0.995 | |
| OKNetVenue=AAAI’24, Params (M)=4.72, FLOPs (G)=39.712025.12 | 37.68 | 0.995 | |
| OKNetVenue & Year=AAAI 2024, Params=4.72M, FLOPs=39.71G2025.07 | 37.68 | 0.995 | |
| PGH2NetVenue=AAAI’25, Params (M)=1.76, FLOPs (G)=16.052025.12 | 37.52 | 0.989 | |
| PGH2NetVenue & Year=AAAI 2025, Params=1.76M, FLOPs=16.05G2025.07 | 37.52 | 0.989 | |
| PGH2NetSetting=Task-aligned2026.06 | 37.52 | 0.989 | |
| MB-TaylorFormer-BVenue=ICCV’23, Params (M)=2.68, FLOPs (G)=38.52025.12 | 37.42 | 0.989 | |
| MB-TaylorFormer-BVenue & Year=ICCV 2023, Params=2.68M, FLOPs=38.5G2025.07 | 37.42 | 0.989 | |
| DefusionSetting=Task-aligned2026.06 | 37.41 | 0.993 | |
| PaAgentVenue=-2026.03 | 37.01 | 0.99 | |
| MAIRVenue=CVPR’25, Params (M)=3.40, FLOPs (G)=24.032025.12 | 36.96 | 0.991 | |
| C2PNetNumber of Parameters=7.17M2023.03 | 36.68 | 0.99 | |
| DEA-Net-CRSetting=Task-aligned2026.06 | 36.59 | 0.99 | |
| DCMPNetVenue & Year=CVPR 2024, Params=17.36M, FLOPs=69.23G2025.07 | 36.56 | 0.993 | |
| DEA-NetVenue=TIP’24, Params (M)=3.65, FLOPs (G)=34.192025.12 | 36.03 | 0.989 | |
| DEA-NetVenue & Year=TIP 2024, Params=3.65M, FLOPs=34.19G2025.07 | 36.03 | 0.989 | |
| DeHamerVenue & Year=CVPR 2022, Number of Parameters=132.45M2023.03 | 35.18 | 0.986 | |
| DehamerVenue=CVPR’22, Params (M)=132.50, FLOPs (G)=60.32025.12 | 35.18 | 0.986 | |
| DehamerVenue & Year=CVPR 2022, Params=132.50M, FLOPs=60.3G2025.07 | 35.18 | 0.986 | |
| UDNVenue & Year=AAAI 2022, Number of Parameters=4.25M2023.03 | 34.92 | 0.9871 | |
| MSBDNVenue & Year=CVPR 2020, Number of Parameters=31.35M2023.03 | 34.81 | 0.9857 | |
| PMNetVenue=ECCV’22, Params (M)=18.90, FLOPs (G)=81.132025.12 | 34.74 | 0.985 | |
| PMNetVenue & Year=ECCV 2022, Params=18.90M, FLOPs=81.13G2025.07 | 34.74 | 0.985 | |
| DM2F-NetVenue & Year=ICCV 2019, Number of Parameters=92.14M2023.03 | 34.5 | 0.9815 | |
| DehazeFormerVenue=TIP’23, Params (M)=4.634, FLOPs (G)=48.642025.12 | 34.29 | 0.983 | |
| DehazeFormerVenue & Year=TIP 2023, Params=4.634M, FLOPs=48.64G2025.07 | 34.29 | 0.983 | |
| MAXIM-2SVenue & Year=CVPR 2022, Number of Parameters=14.1M2023.03 | 34.19 | 0.9846 | |
| MAXIM-2SVenue=ICCV’22, Params (M)=14.10, FLOPs (G)=216.02025.12 | 34.19 | 0.985 | |
| MAXIM-2SVenue & Year=ICCV 2022, Params=14.10M, FLOPs=216.0G2025.07 | 34.19 | 0.985 | |
| FFANet-LocalTest-time Local Converter=true2021.12 | 33.99 | 0.985 | |
| FFA-Net2019.11 | 33.57 | 0.984 | |
| FFANet2021.12 | 33.57 | 0.984 | |
| FFA-NetVenue & Year=AAAI 2020, Number of Parameters=4.46M2023.03 | 33.57 | 0.984 | |
| FFA-NetVenue=AAAI’20, Params (M)=4.456, FLOPs (G)=287.82025.12 | 33.57 | 0.984 | |
| FFA-NetVenue & Year=AAAI 2020, Params=4.456M, FLOPs=287.8G2025.07 | 33.57 | 0.984 | |
| Ours OHvariant=OH2024.11 | 33.53 | 0.984 | |
| Ours SWvariant=SW2024.11 | 33.5 | 0.984 | |
| ABAIR (SW)Param.=41M2024.11 | 33.48 | 0.984 | |
| MSBDNVenue=CVPR’20, Params (M)=31.35, FLOPs (G)=41.542025.12 | 33.48 | 0.982 | |
| MSBDNVenue & Year=CVPR 2020, Params=31.35M, FLOPs=41.54G2025.07 | 33.48 | 0.982 | |
| ABAIR (OH)Param.=11M2024.11 | 33.46 | 0.983 | |
| SE-SymUNet2025.12 | 32.15 | 0.982 | |
| SE-SymUNet2025.12 | 32.02 | 0.983 | |
| DFPIR2025.12 | 31.87 | 0.98 | |
| DGSolverVenue=NIPS’252026.03 | 31.78 | 0.95 | |
| DFPIR2025.12 | 31.64 | 0.979 | |
| SymUNet2025.12 | 31.4 | 0.981 | |
| MoCE-IR2025.12 | 31.34 | 0.979 | |
| SymUNet2025.12 | 31.31 | 0.979 | |
| AdaIR2024.11 | 31.06 | 0.98 | |
| Perceive-IR2025.12 | 30.87 | 0.975 | |
| GridDehazeNetestimation strategy=direct2019.08 | 30.86 | 0.9819 | |
| GDNVenue & Year=ICCV 2019, Number of Parameters=0.96M2023.03 | 30.86 | 0.9819 | |
| GridDehazeNetVenue=ICCV’19, Params (M)=0.956, FLOPs (G)=21.492025.12 | 30.86 | 0.982 | |
| GridDehazeNetVenue & Year=ICCV 2019, Params=0.956M, FLOPs=21.49G2025.07 | 30.86 | 0.982 | |
| VLU-Net2025.12 | 30.84 | 0.98 | |
| VLU-Net2025.12 | 30.71 | 0.98 | |
| PromptIR2024.11 | 30.58 | 0.974 | |
| PromptIR2025.12 | 30.58 | 0.974 | |
| AdaIRParam.=28M2024.11 | 30.53 | 0.978 | |
| MoCE-IR2025.12 | 30.48 | 0.974 | |
| InstructIR-3D2025.12 | 30.22 | 0.959 | |
| Restormer2024.11 | 29.92 | 0.97 | |
| IDRSetting=All-in-One2023.09 | 29.33 | 0.972 | |
| CAPTNetSetting=All-in-One2023.09 | 29.28 | 0.968 | |
| AirNetSetting=All-in-One2023.09 | 29.01 | 0.967 | |
| GFNpre-trained on OTS=true2019.08 | 28.29 | 0.9621 | |
| PromptIRParam.=36M2024.11 | 28.26 | 0.965 | |
| RAMVenue=ECCV’242026.03 | 28.23 | 0.95 | |
| GMAN2018.10 | 28.19 | 0.9638 | |
| Perceive-IR2025.12 | 28.19 | 0.964 | |
| DiffUIRParam.=36M2024.11 | 28.17 | 0.964 | |
| DA-CLIPParam.=174M2024.11 | 28.1 | 0.962 | |
| AWRaCLeVenue=AAAI’252026.03 | 28 | 0.93 | |
| RestormerParam.=26M2024.11 | 27.94 | 0.962 | |
| AirNet2024.11 | 27.94 | 0.962 | |
| AirNet2025.12 | 27.94 | 0.962 | |
| RestormerSetting=All-in-One2023.09 | 27.83 | 0.92 | |
| Restormeroriginally_designed_for_all_in_one=false2025.12 | 27.78 | 0.958 | |
| X-RestormerParam.=26M2024.11 | 27.58 | 0.959 | |
| DA-RCOTVenue=TPAMI’252026.03 | 27.45 | 0.93 | |
| UformerParam.=52M2024.11 | 27.2 | 0.958 | |
| PromptIRVenue=NIPS’232026.03 | 27.12 | 0.93 | |
| NDR-RestoreVenue=TIP’242026.03 | 27.12 | 0.95 | |
| InstructIR-5D2025.12 | 27.1 | 0.956 | |
| NAFNetSetting=All-in-One2023.09 | 27.09 | 0.925 | |
| DL2024.11 | 26.92 | 0.931 | |
| DehazeNet2018.10 | 26.84 | 0.8264 | |
| AdaIRVenue=ICLR’252026.03 | 26.8 | 0.93 | |
| HINetSetting=All-in-One2023.09 | 26.77 | 0.935 | |
| PromptIRsource=cited from [12]2025.12 | 26.54 | 0.949 | |
| MPRNetSetting=All-in-One2023.09 | 26.24 | 0.936 | |
| MIRNetV2Setting=All-in-One2023.09 | 26.01 | 0.925 | |
| TAPESetting=All-in-One2023.09 | 26.01 | 0.858 | |
| TransweatherSetting=All-in-One2023.09 | 25.32 | 0.885 |