Image Dehazing on SOTS indoor (test)
43.3PSNRFSNet + UDP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FSNet + UDPVenue=Ours2026.01 | 43.3 | 0.997 | — | — | |
| ConvIR + UDPVenue=Ours2026.01 | 43.12 | 0.997 | — | — | |
| MB-TaylorFormerV2-LVenue=TPAMI’252026.01 | 42.84 | 0.995 | — | — | |
| ConvIR-BVenue=TPAMI’242026.01 | 42.72 | 0.997 | — | — | |
| MB-TaylorFormer-LVenue=ICCV’232026.01 | 42.64 | 0.994 | — | — | |
| C2PNetVenue=CVPR’232026.01 | 42.56 | 0.995 | — | — | |
| FSNetVenue=TPAMI’232026.01 | 42.45 | 0.997 | — | — | |
| GridFormerVenue=IJCV’242026.01 | 42.34 | 0.994 | — | — | |
| OPIRsetting=task-aligned2026.01 | 42.21 | 0.997 | — | — | |
| DCMPNetVenue=CVPR’242026.01 | 42.18 | 0.997 | — | — | |
| PoolNet-BVenue=TIP’252026.01 | 42.01 | 0.997 | — | — | |
| PGH2Netsetting=task-aligned2026.01 | 41.7 | 0.996 | — | — | |
| PGH2NetVenue=AAAI’252026.01 | 41.7 | 0.996 | — | — | |
| Defusionsetting=task-aligned2026.01 | 41.65 | 0.995 | — | — | |
| SFMNVenue=TIP’252026.01 | 41.44 | 0.995 | — | — | |
| DEA-Net-CR# Param. (M)=3.653, # FLOPs (G)=32.23, Runtime (ms)=7.0932023.01 | 41.31 | 0.9945 | — | — | |
| DEA-Net-CRsetting=task-aligned2026.01 | 41.31 | 0.995 | — | — | |
| DEA-Net-CRVenue=TIP’242026.01 | 41.31 | 0.995 | — | — | |
| SFNetsetting=task-aligned2026.01 | 41.24 | 0.996 | — | — | |
| IRXNextsetting=task-aligned2026.01 | 41.21 | 0.996 | — | — | |
| FocalNetVenue=ICCV’232026.01 | 40.82 | 0.996 | — | — | |
| DEA-Net# Param. (M)=3.653, # FLOPs (G)=32.23, Runtime (ms)=7.0932023.01 | 40.2 | 0.9934 | — | — | |
| UVM-NetParams=1,003.94M, MACs=501.91G2024.12 | 40.17 | 0.996 | — | — | |
| DehazeFormer-LVenue=TIP’232026.01 | 40.05 | 0.996 | — | — | |
| MaIRParams=3.40M, MACs=24.03G2024.12 | 39.45 | 0.997 | — | — | |
| DEA-Net-S# Param. (M)=2.844, # FLOPs (G)=24.88, Runtime (ms)=5.6322023.01 | 39.16 | 0.9921 | — | — | |
| UDN# Param. (M)=4.252023.01 | 38.62 | 0.9909 | — | — | |
| SGID-PFF# Param. (M)=13.87, # FLOPs (G)=152.8, Runtime (ms)=20.922023.01 | 38.52 | 0.9913 | — | — | |
| DehazeFormerParams=4.63M, MACs=48.64G2024.12 | 38.46 | 0.994 | — | — | |
| SHA-Net2021.11 | 38.41 | 0.99 | — | — | |
| PMDNet# Param. (M)=18.92023.01 | 38.41 | 0.99 | — | — | |
| MAXIM-2S2022.01 | 38.11 | 0.991 | — | — | |
| AECR-Net2021.11 | 37.17 | 0.99 | — | — | |
| AECR-Net2022.01 | 37.17 | 0.99 | — | — | |
| AECR-Net# Param. (M)=2.611, # FLOPs (G)=52.22023.01 | 37.17 | 0.9901 | — | — | |
| AECRNetParams=2.61M, MACs=52.20G2024.12 | 37.17 | 0.99 | — | — | |
| AECR-NetVenue=CVPR’212026.01 | 37.17 | 0.99 | — | — | |
| Dehamer# Param. (M)=132.4, # FLOPs (G)=48.93, Runtime (ms)=14.122023.01 | 36.63 | 0.9881 | — | — | |
| DehamerParams=132.45M, MACs=48.93G2024.12 | 36.63 | 0.988 | — | — | |
| DeHamerVenue=CVPR’222026.01 | 36.63 | 0.988 | — | — | |
| FFA-Net2021.11 | 36.39 | 0.98 | — | — | |
| FFA-Net2022.01 | 36.39 | 0.989 | — | — | |
| FFA-Net# Param. (M)=4.456, # FLOPs (G)=287.5, Runtime (ms)=47.982023.01 | 36.39 | 0.9886 | — | — | |
| FFANetParams=4.46M, MACs=287.8G2024.12 | 36.39 | 0.989 | — | — | |
| FFA-NetVenue=AAAI’202026.01 | 36.39 | 0.989 | — | — | |
| IR-SDE2023.01 | 34.14 | 0.9886 | 0.012 | 6.06 | |
| MSBDN2021.11 | 33.79 | 0.98 | — | — | |
| MSBDN2022.01 | 33.79 | 0.984 | — | — | |
| MSBDNParams=31.35M, MACs=41.54G2024.12 | 33.67 | 0.985 | — | — | |
| MSBDN# Param. (M)=31.35, # FLOPs (G)=24.44, Runtime (ms)=9.8262023.01 | 32.77 | 0.9812 | — | — | |
| GDN2021.11 | 32.16 | 0.98 | — | — | |
| GDNParams=0.96M, MACs=21.49G2024.12 | 32.16 | 0.984 | — | — | |
| GridDehaze2022.01 | 32.14 | 0.983 | — | — | |
| DuRN2022.01 | 32.12 | 0.98 | — | — | |
| GCANet2022.01 | 30.23 | 0.959 | — | — | |
| CNN-BASELINE2023.01 | 29.78 | 0.9683 | 0.037 | 34.77 | |
| GMAN2022.01 | 27.93 | 0.896 | — | — | |
| GFN2022.01 | 22.3 | 0.88 | — | — | |
| GFN# Param. (M)=0.4990, # FLOPs (G)=14.942023.01 | 22.3 | 0.88 | — | — | |
| DehazeNet2022.01 | 21.14 | 0.847 | — | — | |
| DehazeNet2021.11 | 20.64 | 0.8 | — | — | |
| AOD-Net# Param. (M)=0.0018, # FLOPs (G)=0.1146, Runtime (ms)=0.31592023.01 | 20.51 | 0.8162 | — | — | |
| AODNetParams=0.002M, MACs=0.115G2024.12 | 20.51 | 0.816 | — | — | |
| AOD-Net2021.11 | 19.82 | 0.82 | — | — | |
| DehazeNet# Param. (M)=0.008, # FLOPs (G)=0.5409, Runtime (ms)=0.99322023.01 | 19.82 | 0.8209 | — | — | |
| NLD2021.11 | 17.27 | 0.75 | — | — | |
| DCP2023.01 | 16.61 | 0.8546 | — | — | |
| DCPVenue=TPAMI’102026.01 | 16.61 | 0.855 | — | — | |
| DCP2021.11 | 15.09 | 0.76 | — | — |