Image Dehazing on NH-HAZE
21.01PSNRFourier-RWKV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fourier-RWKVParams (M)=5.31, FLOPs (G)=15.692025.12 | 21.01 | 0.83 | — | — | |
| DGFDNetVenue & Year=-, Params=2.08M, FLOPs=13.65G2025.07 | 20.75 | 0.82 | — | — | |
| DehamerVenue=CVPR’22, Params (M)=132.50, FLOPs (G)=60.32025.12 | 20.66 | 0.68 | — | — | |
| DehamerVenue & Year=CVPR 2022, Params=132.50M, FLOPs=60.3G2025.07 | 20.66 | 0.68 | — | — | |
| OKNetVenue=AAAI’24, Params (M)=4.72, FLOPs (G)=39.712025.12 | 20.48 | 0.8 | — | — | |
| OKNetVenue & Year=AAAI 2024, Params=4.72M, FLOPs=39.71G2025.07 | 20.48 | 0.8 | — | — | |
| FocalNetVenue=ICCV’23, Params (M)=3.74, FLOPs (G)=30.632025.12 | 20.43 | 0.79 | — | — | |
| MB-TaylorFormer-BVenue=ICCV’23, Params (M)=2.68, FLOPs (G)=38.52025.12 | 20.43 | 0.69 | — | — | |
| CSNetVenue=IJCAI’24, Params (M)=4.27, FLOPs (G)=41.192025.12 | 20.43 | 0.8 | — | — | |
| FocalNetVenue & Year=ICCV 2023, Params=3.74M, FLOPs=30.63G2025.07 | 20.43 | 0.79 | — | — | |
| MB-TaylorFormer-BVenue & Year=ICCV 2023, Params=2.68M, FLOPs=38.5G2025.07 | 20.43 | 0.69 | — | — | |
| PMNetVenue=ECCV’22, Params (M)=18.90, FLOPs (G)=81.132025.12 | 20.42 | 0.73 | — | — | |
| PMNetVenue & Year=ECCV 2022, Params=18.90M, FLOPs=81.13G2025.07 | 20.42 | 0.73 | — | — | |
| AECR-Net# Param=2.61M2021.04 | 19.88 | 0.7173 | — | — | |
| FFA-Net# Param=4.68M2021.04 | 19.87 | 0.6915 | — | — | |
| FFA-NetVenue=AAAI’20, Params (M)=4.456, FLOPs (G)=287.82025.12 | 19.87 | 0.69 | — | — | |
| FFA-NetVenue & Year=AAAI 2020, Params=4.456M, FLOPs=287.8G2025.07 | 19.87 | 0.69 | — | — | |
| RTE-FM-Dehazertraining_set=P-HAZE only2026.07 | 19.53 | 0.6 | 0.233 | — | |
| MSBDN# Param=31.35M2021.04 | 19.23 | 0.7056 | — | — | |
| MSBDNVenue=CVPR’20, Params (M)=31.35, FLOPs (G)=41.542025.12 | 19.23 | 0.71 | — | — | |
| MSBDNVenue & Year=CVPR 2020, Params=31.35M, FLOPs=41.54G2025.07 | 19.23 | 0.71 | — | — | |
| DehazeFormerVenue=TIP’23, Params (M)=4.634, FLOPs (G)=48.642025.12 | 19.11 | 0.66 | — | — | |
| DehazeFormerVenue & Year=TIP 2023, Params=4.634M, FLOPs=48.64G2025.07 | 19.11 | 0.66 | — | — | |
| DFC-IR2026.05 | 18.44 | 0.551 | 0.343 | 168.6 | |
| MoCE-IR2026.05 | 18.17 | 0.545 | 0.35 | 180.1 | |
| VLU-Net2026.05 | 18.09 | 0.536 | 0.361 | 191.2 | |
| DVANetVenue=Ours2026.06 | 17.99 | 0.677 | — | — | |
| AdaIR2026.05 | 17.96 | 0.541 | 0.356 | 186.5 | |
| DA-RCOT2026.05 | 17.51 | 0.526 | 0.37 | 201.4 | |
| KDDN# Param=5.99M2021.04 | 17.39 | 0.5897 | — | — | |
| DFPIR2026.05 | 17.04 | 0.514 | 0.384 | 224.5 | |
| FoundIR-v2Venue=CVPR’262026.06 | 17 | 0.462 | — | — | |
| DehazeNet# Param=0.01M2021.04 | 16.62 | 0.5238 | — | — | |
| PromptIR2026.05 | 16.45 | 0.507 | 0.394 | 214.1 | |
| Restormer2026.05 | 16.04 | 0.501 | 0.399 | 218.8 | |
| LHTDimplementation=official code2026.07 | 15.6 | 0.543 | 0.371 | — | |
| AOD-Net# Param=0.002M2021.04 | 15.4 | 0.5693 | — | — | |
| GridDehazeNet# Param=0.96M2021.04 | 13.8 | 0.537 | — | — | |
| GridDehazeNetVenue=ICCV’19, Params (M)=0.956, FLOPs (G)=21.492025.12 | 13.8 | 0.54 | — | — | |
| GridDehazeNetVenue & Year=ICCV 2019, Params=0.956M, FLOPs=21.49G2025.07 | 13.8 | 0.54 | — | — | |
| V-BridgeData Scale=1K2026.03 | 12.97 | 0.4241 | — | — | |
| AutoDIRData Scale=23K2026.03 | 12.71 | 0.4774 | — | — | |
| AutoDIRVenue=ECCV’242026.06 | 12.71 | 0.477 | — | — | |
| DehazeFormerimplementation=official code2026.07 | 12.63 | 0.521 | 0.512 | — | |
| RIDCPimplementation=official code2026.07 | 12.61 | 0.631 | 0.417 | — | |
| C2PNetimplementation=official code2026.07 | 12.59 | 0.519 | 0.516 | — | |
| DEANetimplementation=official code2026.07 | 12.38 | 0.535 | 0.503 | — | |
| DA-CLIPData Scale=53K2026.03 | 12.35 | 0.4662 | — | — | |
| DA-CLIPVenue=ICLR’242026.06 | 12.35 | 0.466 | — | — | |
| InstructIRData Scale=80K2026.03 | 12.24 | 0.4984 | — | — | |
| InstructIRVenue=ECCV’242026.06 | 12.24 | 0.498 | — | — | |
| AgenticIRData Scale=15K2026.03 | 12.2 | 0.4495 | — | — | |
| AgenticIRVenue=ICLR’252026.06 | 12.2 | 0.45 | — | — | |
| DCPimplementation=official code2026.07 | 12.04 | 0.515 | 0.505 | — | |
| TransWeatherData Scale=19K2026.03 | 11.58 | 0.411 | — | — | |
| TransWeatherVenue=CVPR’222026.06 | 11.58 | 0.411 | — | — | |
| FoundIR-GData Scale=1M2026.03 | 11.43 | 0.4491 | — | — | |
| FoundIRVenue=ICCV’252026.06 | 11.43 | 0.449 | — | — | |
| IPC-Dehazeimplementation=official code2026.07 | 11.43 | 0.644 | 0.426 | — | |
| DiffUIRData Scale=30K2026.03 | 11.39 | 0.422 | — | — | |
| DiffUIRVenue=CVPR’242026.06 | 11.39 | 0.422 | — | — | |
| PromptIRData Scale=77K2026.03 | 11.38 | 0.4343 | — | — | |
| PromptIRVenue=NeurIPS’232026.06 | 11.38 | 0.434 | — | — | |
| X-RestormerData Scale=40K2026.03 | 11.36 | 0.4131 | — | — | |
| X-RestormerVenue=ECCV’242026.06 | 11.36 | 0.413 | — | — | |
| DCP2021.04 | 10.57 | 0.5196 | — | — | |
| AODNetimplementation=official code2026.07 | 9.31 | 0.328 | 0.7 | — |