Image Dehazing on Dense-Haze
18.34PSNRDGFDNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DGFDNetVenue & Year=-, Params=2.08M, FLOPs=13.65G2025.07 | 18.34 | 67 | |
| Fourier-RWKVParams (M)=5.31, FLOPs (G)=15.692025.12 | 17.34 | 66 | |
| CSNetVenue=IJCAI’24, Params (M)=4.27, FLOPs (G)=41.192025.12 | 17.33 | 65 | |
| FocalNetVenue=ICCV’23, Params (M)=3.74, FLOPs (G)=30.632025.12 | 17.07 | 63 | |
| FocalNetVenue & Year=ICCV 2023, Params=3.74M, FLOPs=30.63G2025.07 | 17.07 | 63 | |
| PGH2NetVenue=AAAI’25, Params (M)=1.76, FLOPs (G)=16.052025.12 | 17.02 | 61 | |
| PGH2NetVenue & Year=AAAI 2025, Params=1.76M, FLOPs=16.05G2025.07 | 17.02 | 61 | |
| OKNetVenue=AAAI’24, Params (M)=4.72, FLOPs (G)=39.712025.12 | 16.92 | 64 | |
| OKNetVenue & Year=AAAI 2024, Params=4.72M, FLOPs=39.71G2025.07 | 16.92 | 64 | |
| C2PNetNumber of Parameters=7.17M2023.03 | 16.88 | 57.28 | |
| PMNetVenue=ECCV’22, Params (M)=18.90, FLOPs (G)=81.132025.12 | 16.79 | 51 | |
| PMNetVenue & Year=ECCV 2022, Params=18.90M, FLOPs=81.13G2025.07 | 16.79 | 51 | |
| MB-TaylorFormer-BVenue=ICCV’23, Params (M)=2.68, FLOPs (G)=38.52025.12 | 16.66 | 56 | |
| MB-TaylorFormer-BVenue & Year=ICCV 2023, Params=2.68M, FLOPs=38.5G2025.07 | 16.66 | 56 | |
| DeHamerVenue & Year=CVPR 2022, Number of Parameters=132.45M2023.03 | 16.62 | 56.02 | |
| DehamerVenue=CVPR’22, Params (M)=132.50, FLOPs (G)=60.32025.12 | 16.62 | 56 | |
| DehamerVenue & Year=CVPR 2022, Params=132.50M, FLOPs=60.3G2025.07 | 16.62 | 56 | |
| DVANetVenue=Ours2026.06 | 16.15 | 47 | |
| FourmerVenue=ICML’23, Params (M)=1.29, FLOPs (G)=20.62025.12 | 15.95 | 49 | |
| FourmerVenue & Year=ICML 2023, Params=1.29M, FLOPs=20.6G2025.07 | 15.95 | 49 | |
| FourmerParams=1.29M2026.06 | 15.95 | 49.17 | |
| AECR-Net# Param=2.61M2021.04 | 15.8 | 46.6 | |
| AECR-NetVenue & Year=CVPR 2021, Number of Parameters=2.61M2023.03 | 15.8 | 46.6 | |
| SPWMParams=0.125M2026.06 | 15.7 | 54.45 | |
| MSBDN# Param=31.35M2021.04 | 15.37 | 48.58 | |
| MSBDNVenue=CVPR’20, Params (M)=31.35, FLOPs (G)=41.542025.12 | 15.37 | 49 | |
| MSBDNVenue & Year=CVPR 2020, Params=31.35M, FLOPs=41.54G2025.07 | 15.37 | 49 | |
| MSBDNParams=31.35M2026.06 | 15.37 | 48.58 | |
| FoundIR-v2Venue=CVPR’262026.06 | 15.29 | 50.6 | |
| UformerVenue=CVPR’222026.06 | 15.22 | 43 | |
| MSBDNVenue & Year=CVPR 2020, Number of Parameters=31.35M2023.03 | 15.13 | 55.51 | |
| DM2F-NetVenue & Year=ICCV 2019, Number of Parameters=92.14M2023.03 | 14.99 | 56.4 | |
| GDNVenue & Year=ICCV 2019, Number of Parameters=0.96M2023.03 | 14.96 | 53.26 | |
| FFA-Net# Param=4.68M2021.04 | 14.39 | 45.24 | |
| FFA-NetVenue=AAAI’20, Params (M)=4.456, FLOPs (G)=287.82025.12 | 14.39 | 45 | |
| FFA-NetVenue & Year=AAAI 2020, Params=4.456M, FLOPs=287.8G2025.07 | 14.39 | 45 | |
| FFA-NetParams=4.68M2026.06 | 14.39 | 45.24 | |
| KDDN# Param=5.99M2021.04 | 14.28 | 40.74 | |
| DehazeNet# Param=0.01M2021.04 | 13.84 | 42.52 | |
| GridDehazeNet# Param=0.96M2021.04 | 13.31 | 36.81 | |
| GridDehazeNetVenue=ICCV’19, Params (M)=0.956, FLOPs (G)=21.492025.12 | 13.31 | 37 | |
| GridDehazeNetVenue & Year=ICCV 2019, Params=0.956M, FLOPs=21.49G2025.07 | 13.31 | 37 | |
| AOD-Net# Param=0.002M2021.04 | 13.14 | 41.44 | |
| AODNetVenue & Year=ICCV 2017, Number of Parameters=0.002M2023.03 | 12.82 | 46.83 | |
| GCANetVenue & Year=WACV 2019, Number of Parameters=0.70M2023.03 | 12.62 | 42.08 | |
| AutoDIRData Scale=23K2026.03 | 12.33 | 48.62 | |
| AutoDIRVenue=ECCV’242026.06 | 12.33 | 48.6 | |
| FFA-NetVenue & Year=AAAI 2020, Number of Parameters=4.46M2023.03 | 12.22 | 44.4 | |
| V-BridgeData Scale=1K2026.03 | 11.97 | 48.97 | |
| InstructIRData Scale=80K2026.03 | 11.03 | 46.49 | |
| InstructIRVenue=ECCV’242026.06 | 11.03 | 46.5 | |
| DCPVenue & Year=TPAMI 20102023.03 | 11.01 | 41.65 | |
| DA-CLIPData Scale=53K2026.03 | 10.94 | 45.9 | |
| DA-CLIPVenue=ICLR’242026.06 | 10.94 | 45.9 | |
| TransWeatherData Scale=19K2026.03 | 10.51 | 45.23 | |
| TransWeatherVenue=CVPR’222026.06 | 10.51 | 45.2 | |
| AgenticIRData Scale=15K2026.03 | 10.11 | 38.84 | |
| AgenticIRVenue=ICLR’252026.06 | 10.11 | 38.8 | |
| DCP2021.04 | 10.06 | 38.56 | |
| DiffUIRData Scale=30K2026.03 | 9.59 | 43.26 | |
| DiffUIRVenue=CVPR’242026.06 | 9.59 | 43.3 | |
| PromptIRData Scale=77K2026.03 | 9.57 | 43.33 | |
| X-RestormerData Scale=40K2026.03 | 9.57 | 42.95 | |
| PromptIRVenue=NeurIPS’232026.06 | 9.57 | 43.3 | |
| X-RestormerVenue=ECCV’242026.06 | 9.57 | 43 | |
| DehazeNetVenue & Year=TIP 2016, Number of Parameters=0.01M2023.03 | 9.48 | 43.83 | |
| FoundIR-GData Scale=1M2026.03 | 9.29 | 43.07 | |
| FoundIRVenue=ICCV’252026.06 | 9.29 | 43.1 |