Image Dehazing on SOTS Outdoor (test)
40.54PSNROPIR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OPIRsetting=task-aligned2026.01 | 40.54 | 0.99 | |
| FSNet + UDPVenue=Ours2026.01 | 40.53 | 0.997 | |
| FSNet2024.06 | 40.4 | — | |
| FSNetVenue=TPAMI’232026.01 | 40.4 | 0.997 | |
| ConvIR + UDPVenue=Ours2026.01 | 40.32 | 0.996 | |
| SFNet2024.06 | 40.05 | — | |
| SFNetsetting=task-aligned2026.01 | 40.05 | 0.996 | |
| Instruct-IPT2024.06 | 39.95 | — | |
| ConvIR-BVenue=TPAMI’242026.01 | 39.42 | 0.996 | |
| MB-TaylorFormerV2-LVenue=TPAMI’252026.01 | 39.25 | 0.992 | |
| IRNeXt2024.06 | 39.18 | — | |
| IRXNextsetting=task-aligned2026.01 | 39.18 | 0.996 | |
| MB-TaylorFormer-LVenue=ICCV’232026.01 | 38.09 | 0.991 | |
| SFMNVenue=TIP’252026.01 | 37.72 | 0.991 | |
| FocalNetVenue=ICCV’232026.01 | 37.71 | 0.995 | |
| PGH2Netsetting=task-aligned2026.01 | 37.52 | 0.989 | |
| PGH2NetVenue=AAAI’252026.01 | 37.52 | 0.989 | |
| Defusionsetting=task-aligned2026.01 | 37.41 | 0.993 | |
| MaIRParams=3.40M, MACs=24.03G2024.12 | 36.96 | 0.991 | |
| C2PNetVenue=CVPR’232026.01 | 36.68 | 0.99 | |
| DEA-Net-CR# Param. (M)=3.653, # FLOPs (G)=32.23, Runtime (ms)=7.0932023.01 | 36.59 | 0.9897 | |
| DEA-Net-CRsetting=task-aligned2026.01 | 36.59 | 0.99 | |
| DEA-Net-CRVenue=TIP’242026.01 | 36.59 | 0.99 | |
| DCMPNetVenue=CVPR’242026.01 | 36.56 | 0.993 | |
| DEA-Net# Param. (M)=3.653, # FLOPs (G)=32.23, Runtime (ms)=7.0932023.01 | 36.03 | 0.9891 | |
| Dehamer# Param. (M)=132.4, # FLOPs (G)=48.93, Runtime (ms)=14.122023.01 | 35.18 | 0.986 | |
| DehamerParams=132.45M, MACs=48.93G2024.12 | 35.18 | 0.986 | |
| DeHamerVenue=CVPR’222026.01 | 35.18 | 0.986 | |
| DehazeFormer2024.06 | 34.95 | — | |
| UDN# Param. (M)=4.252023.01 | 34.92 | 0.9871 | |
| UVM-NetParams=1,003.94M, MACs=501.91G2024.12 | 34.92 | 0.984 | |
| MSBDN# Param. (M)=31.35, # FLOPs (G)=24.44, Runtime (ms)=9.8262023.01 | 34.81 | 0.9857 | |
| PMDNet# Param. (M)=18.92023.01 | 34.74 | 0.985 | |
| DehazeFormerParams=4.63M, MACs=48.64G2024.12 | 34.29 | 0.983 | |
| MAXIM-2S2022.01 | 34.19 | 0.985 | |
| MAXIM2024.06 | 34.19 | — | |
| FFA-Net2022.01 | 33.57 | 0.984 | |
| FFA-Net# Param. (M)=4.456, # FLOPs (G)=287.5, Runtime (ms)=47.982023.01 | 33.57 | 0.984 | |
| FFA-Net2024.06 | 33.57 | — | |
| FFANetParams=4.46M, MACs=287.8G2024.12 | 33.57 | 0.984 | |
| FFA-NetVenue=AAAI’202026.01 | 33.57 | 0.984 | |
| MSBDNParams=31.35M, MACs=41.54G2024.12 | 33.48 | 0.982 | |
| CWP-NetSetting=Seven-pattern setting2026.03 | 32.88 | 0.981 | |
| AdaIRsetting=single-task2024.03 | 31.8 | 0.981 | |
| PromptIRsetting=single-task2024.03 | 31.31 | 0.973 | |
| Restormersetting=single-task2024.03 | 30.87 | 0.969 | |
| GridDehaze2022.01 | 30.86 | 0.981 | |
| GridDehazeNet2024.06 | 30.86 | — | |
| GDNParams=0.96M, MACs=21.49G2024.12 | 30.86 | 0.982 | |
| SGID-PFF# Param. (M)=13.87, # FLOPs (G)=152.8, Runtime (ms)=20.922023.01 | 30.2 | 0.9754 | |
| GMAN2022.01 | 28.47 | 0.944 | |
| DehazeNet# Param. (M)=0.008, # FLOPs (G)=0.5409, Runtime (ms)=0.99322023.01 | 27.75 | 0.9269 | |
| Uformer2024.06 | 26.52 | — | |
| IDRSetting=Seven-pattern setting2026.03 | 25.24 | 0.943 | |
| NAFNetSetting=Seven-pattern setting2026.03 | 25.23 | 0.939 | |
| DGUNetSetting=Seven-pattern setting2026.03 | 24.78 | 0.94 | |
| HINetSetting=Seven-pattern setting2026.03 | 24.74 | 0.937 | |
| DuRN2022.01 | 24.47 | 0.839 | |
| MPRNetSetting=Seven-pattern setting2026.03 | 24.27 | 0.937 | |
| AOD-Net# Param. (M)=0.0018, # FLOPs (G)=0.1146, Runtime (ms)=0.31592023.01 | 24.14 | 0.9198 | |
| AOD-Net2024.06 | 24.14 | — | |
| AODNetParams=0.002M, MACs=0.115G2024.12 | 24.14 | 0.92 | |
| RestormerSetting=Seven-pattern setting2026.03 | 24.09 | 0.927 | |
| MIRNetv2Setting=Seven-pattern setting2026.03 | 24.03 | 0.927 | |
| MSBDN2022.01 | 23.36 | 0.875 | |
| AirNetsetting=single-task2024.03 | 23.18 | 0.9 | |
| FDGANsetting=single-task2024.03 | 23.15 | 0.921 | |
| EPDNsetting=single-task2024.03 | 22.57 | 0.863 | |
| DehazeNet2022.01 | 22.46 | 0.851 | |
| DehazeNetsetting=single-task2024.03 | 22.46 | 0.851 | |
| TAPESetting=Seven-pattern setting2026.03 | 22.16 | 0.861 | |
| MSCNNsetting=single-task2024.03 | 22.06 | 0.908 | |
| GFN2022.01 | 21.55 | 0.844 | |
| GFN# Param. (M)=0.4990, # FLOPs (G)=14.942023.01 | 21.55 | 0.8444 | |
| SwinIRSetting=Seven-pattern setting2026.03 | 21.5 | 0.891 | |
| TransweatherSetting=Seven-pattern setting2026.03 | 21.32 | 0.885 | |
| AirNetSetting=Seven-pattern setting2026.03 | 21.04 | 0.884 | |
| DLSetting=Seven-pattern setting2026.03 | 20.54 | 0.826 | |
| AODNetsetting=single-task2024.03 | 20.29 | 0.877 | |
| GCANet2022.01 | 19.98 | 0.704 | |
| DCP2023.01 | 19.14 | 0.8605 | |
| DCPVenue=TPAMI’102026.01 | 19.14 | 0.861 |