List your company
ResearchFormerly WizWand

Image Dehazing on SOTS Outdoor

39.76PSNRFourier-RWKV
24.742428.641232.5436.4388Oct 5, 2018Jan 17, 2020May 1, 2021Aug 13, 2022Nov 26, 2023Mar 9, 2025Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Fourier-RWKVParams (M)=5.31, FLOPs (G)=15.692025.1239.760.996
MLMIRSetting=Task-aligned2026.0639.550.989
IRNextSetting=Task-aligned2026.0639.180.996
DGFDNetVenue & Year=-, Params=2.08M, FLOPs=13.65G2025.0738.510.995
FocalNetVenue=ICCV’23, Params (M)=3.74, FLOPs (G)=30.632025.1237.710.995
FocalNetVenue & Year=ICCV 2023, Params=3.74M, FLOPs=30.63G2025.0737.710.995
OKNetVenue=AAAI’24, Params (M)=4.72, FLOPs (G)=39.712025.1237.680.995
OKNetVenue & Year=AAAI 2024, Params=4.72M, FLOPs=39.71G2025.0737.680.995
PGH2NetVenue=AAAI’25, Params (M)=1.76, FLOPs (G)=16.052025.1237.520.989
PGH2NetVenue & Year=AAAI 2025, Params=1.76M, FLOPs=16.05G2025.0737.520.989
PGH2NetSetting=Task-aligned2026.0637.520.989
MB-TaylorFormer-BVenue=ICCV’23, Params (M)=2.68, FLOPs (G)=38.52025.1237.420.989
MB-TaylorFormer-BVenue & Year=ICCV 2023, Params=2.68M, FLOPs=38.5G2025.0737.420.989
DefusionSetting=Task-aligned2026.0637.410.993
PaAgentVenue=-2026.0337.010.99
MAIRVenue=CVPR’25, Params (M)=3.40, FLOPs (G)=24.032025.1236.960.991
C2PNetNumber of Parameters=7.17M2023.0336.680.99
DEA-Net-CRSetting=Task-aligned2026.0636.590.99
DCMPNetVenue & Year=CVPR 2024, Params=17.36M, FLOPs=69.23G2025.0736.560.993
DEA-NetVenue=TIP’24, Params (M)=3.65, FLOPs (G)=34.192025.1236.030.989
DEA-NetVenue & Year=TIP 2024, Params=3.65M, FLOPs=34.19G2025.0736.030.989
DeHamerVenue & Year=CVPR 2022, Number of Parameters=132.45M2023.0335.180.986
DehamerVenue=CVPR’22, Params (M)=132.50, FLOPs (G)=60.32025.1235.180.986
DehamerVenue & Year=CVPR 2022, Params=132.50M, FLOPs=60.3G2025.0735.180.986
UDNVenue & Year=AAAI 2022, Number of Parameters=4.25M2023.0334.920.9871
MSBDNVenue & Year=CVPR 2020, Number of Parameters=31.35M2023.0334.810.9857
PMNetVenue=ECCV’22, Params (M)=18.90, FLOPs (G)=81.132025.1234.740.985
PMNetVenue & Year=ECCV 2022, Params=18.90M, FLOPs=81.13G2025.0734.740.985
DM2F-NetVenue & Year=ICCV 2019, Number of Parameters=92.14M2023.0334.50.9815
DehazeFormerVenue=TIP’23, Params (M)=4.634, FLOPs (G)=48.642025.1234.290.983
DehazeFormerVenue & Year=TIP 2023, Params=4.634M, FLOPs=48.64G2025.0734.290.983
MAXIM-2SVenue & Year=CVPR 2022, Number of Parameters=14.1M2023.0334.190.9846
MAXIM-2SVenue=ICCV’22, Params (M)=14.10, FLOPs (G)=216.02025.1234.190.985
MAXIM-2SVenue & Year=ICCV 2022, Params=14.10M, FLOPs=216.0G2025.0734.190.985
FFANet-LocalTest-time Local Converter=true2021.1233.990.985
FFA-Net2019.1133.570.984
FFANet2021.1233.570.984
FFA-NetVenue & Year=AAAI 2020, Number of Parameters=4.46M2023.0333.570.984
FFA-NetVenue=AAAI’20, Params (M)=4.456, FLOPs (G)=287.82025.1233.570.984
FFA-NetVenue & Year=AAAI 2020, Params=4.456M, FLOPs=287.8G2025.0733.570.984
Ours OHvariant=OH2024.1133.530.984
Ours SWvariant=SW2024.1133.50.984
ABAIR (SW)Param.=41M2024.1133.480.984
MSBDNVenue=CVPR’20, Params (M)=31.35, FLOPs (G)=41.542025.1233.480.982
MSBDNVenue & Year=CVPR 2020, Params=31.35M, FLOPs=41.54G2025.0733.480.982
ABAIR (OH)Param.=11M2024.1133.460.983
SE-SymUNet2025.1232.150.982
SE-SymUNet2025.1232.020.983
DFPIR2025.1231.870.98
DGSolverVenue=NIPS’252026.0331.780.95
DFPIR2025.1231.640.979
SymUNet2025.1231.40.981
MoCE-IR2025.1231.340.979
SymUNet2025.1231.310.979
AdaIR2024.1131.060.98
Perceive-IR2025.1230.870.975
GridDehazeNetestimation strategy=direct2019.0830.860.9819
GDNVenue & Year=ICCV 2019, Number of Parameters=0.96M2023.0330.860.9819
GridDehazeNetVenue=ICCV’19, Params (M)=0.956, FLOPs (G)=21.492025.1230.860.982
GridDehazeNetVenue & Year=ICCV 2019, Params=0.956M, FLOPs=21.49G2025.0730.860.982
VLU-Net2025.1230.840.98
VLU-Net2025.1230.710.98
PromptIR2024.1130.580.974
PromptIR2025.1230.580.974
AdaIRParam.=28M2024.1130.530.978
MoCE-IR2025.1230.480.974
InstructIR-3D2025.1230.220.959
Restormer2024.1129.920.97
IDRSetting=All-in-One2023.0929.330.972
CAPTNetSetting=All-in-One2023.0929.280.968
AirNetSetting=All-in-One2023.0929.010.967
GFNpre-trained on OTS=true2019.0828.290.9621
PromptIRParam.=36M2024.1128.260.965
RAMVenue=ECCV’242026.0328.230.95
GMAN2018.1028.190.9638
Perceive-IR2025.1228.190.964
DiffUIRParam.=36M2024.1128.170.964
DA-CLIPParam.=174M2024.1128.10.962
AWRaCLeVenue=AAAI’252026.03280.93
RestormerParam.=26M2024.1127.940.962
AirNet2024.1127.940.962
AirNet2025.1227.940.962
RestormerSetting=All-in-One2023.0927.830.92
Restormeroriginally_designed_for_all_in_one=false2025.1227.780.958
X-RestormerParam.=26M2024.1127.580.959
DA-RCOTVenue=TPAMI’252026.0327.450.93
UformerParam.=52M2024.1127.20.958
PromptIRVenue=NIPS’232026.0327.120.93
NDR-RestoreVenue=TIP’242026.0327.120.95
InstructIR-5D2025.1227.10.956
NAFNetSetting=All-in-One2023.0927.090.925
DL2024.1126.920.931
DehazeNet2018.1026.840.8264
AdaIRVenue=ICLR’252026.0326.80.93
HINetSetting=All-in-One2023.0926.770.935
PromptIRsource=cited from [12]2025.1226.540.949
MPRNetSetting=All-in-One2023.0926.240.936
MIRNetV2Setting=All-in-One2023.0926.010.925
TAPESetting=All-in-One2023.0926.010.858
TransweatherSetting=All-in-One2023.0925.320.885