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ResearchFormerly WizWand

Low-light Image Enhancement on LOL v1

27.23PSNRLYT-Net
20.667622.371324.07525.7787May 30, 2022Jan 26, 2023Sep 25, 2023May 24, 2024Jan 20, 2025Sep 19, 2025May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LYT-NetFLOPs (G)=3.49, Params (M)=0.045, GT-mean gamma correction=true2024.0127.230.853
RetinexformerFLOPs (G)=15.57, Params (M)=1.61, GT-mean gamma correction=true2024.0127.140.85
SNR-NetFLOPs (G)=26.35, Params (M)=4.01, GT-mean gamma correction=true2024.0126.720.851
RestormerFLOPs (G)=144.25, Params (M)=26.13, GT-mean gamma correction=true2024.0126.680.853
KAN-TParams (M)=2.8, GT-mean gamma correction=true2024.0126.660.854
MIRNetFLOPs (G)=785, Params (M)=31.76, GT-mean gamma correction=true2024.0126.520.856
DepthLuxParams (M)=9.75, GT-mean gamma correction=true2024.0126.060.793
ExpoMambaParams (M)=41, GT-mean gamma correction=true2024.0125.770.86
UnfoldLDMSources=Ours2025.1125.580.912
Reti-DiffSources=ICLR252025.1125.350.866
CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.0325.250.867
RetinexformerFLOPS (G)=15.57, Params (M)=1.612023.0325.160.845
RetinexformerFLOPS(G)=15.57, Params(M)=1.612024.0625.160.845
RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.0325.160.845
RetinexformerVenue=ICCV'23, Color Space=Retinex, Params/M=1.53, FLOPs/G=15.852026.0525.160.845
IG-Diff2026.0525.070.921
M2Retinexformer2026.0524.890.859
DPECFLOPS(G)=16.11, Params(M)=2.582024.0624.80.855
InterLightColor Space=HVI, Params/M=10.91, FLOPs/G=8.412026.0524.780.862
SNR-NetFLOPS (G)=26.35, Params (M)=4.012023.0324.610.842
SNR-NetFLOPS(G)=26.35, Params(M)=4.012024.0624.610.842
SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.0324.610.842
SNR-Net2026.0524.610.842
SNR2026.0524.610.842
SNR-AwareVenue=CVPR'22, Color Space=SNR+RGB, Params/M=4.01, FLOPs/G=26.352026.0524.610.842
URWKVFLOPS (G)=18.34, Params (M)=2.252026.0324.220.855
ABAIR (OH)Param.=11M2024.1124.20.865
ABAIR (SW)Param.=41M2024.1124.190.865
MIRNetFLOPS (G)=785, Params (M)=31.762023.0324.140.83
MIRNetFLOPS(G)=785, Params(M)=31.762024.0624.140.83
MIRNet2026.0524.140.83
MIR-Net2026.0524.140.83
RetinexMambaFLOPS(G)=34.75, Params(M)=24.12024.0624.030.827
RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.0324.030.827
RetinexMamba2026.0524.030.827
WeatherDiff2026.0524.030.918
DFPIRType=All-in-one, Params.=31.1M2026.0523.820.843
DFC-IRType=All-in-one, Params.=33.1M2026.0523.820.863
CIDNetFLOPS (G)=7.57, Params (M)=1.882026.0323.810.857
CIDNetVenue=CVPR'25, Color Space=HVI, Params/M=1.88, FLOPs/G=7.572026.0523.810.857
LLFormerVenue=AAAI'23, Color Space=RGB, Params/M=24.55, FLOPs/G=22.522026.0523.650.816
LightenDiffVenue=ECCV'24, Color Space=RGB, Params/M=26.54, FLOPs/G=2257.422026.0523.620.829
Retinexformer2026.0523.610.836
CWNetVenue=ICCV'25, Color Space=RGB, Params/M=1.23, FLOPs/G=11.32026.0523.60.85
PairLIEVenue=CVPR'23, Color Space=Retinex, Params/M=0.33, FLOPs/G=20.812026.0523.530.755
RAMParams.=6M2024.0723.50.845
CIDNetSources=CVPR252025.1123.50.9
MAXIMFLOPs(G)=216, #Params(M)=14.14, test time(s)=0.602 (P)2022.0523.430.863
IATFLOPs(G)=1.44, #Params(M)=0.09, test time(s)=0.004 (P)2022.0523.380.809
MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.0323.360.828
DA-RCOTType=All-in-one, Params.=52.3M2026.0523.250.836
GSADSources=NIPS232025.1123.230.852
KinDVenue=MM'19, Color Space=Retinex, Params/M=8.02, FLOPs/G=34.992026.0523.020.843
InstructIRParams.=16M2024.07230.836
AdaIRParam.=28M2024.11230.845
InstructIRParams=16M2026.01230.836
AdaIRParams=29M2026.01230.845
InstructIRType=All-in-one, Params.=15.8M2026.05230.836
AdaIRType=All-in-one, Params.=28.8M2026.05230.845
MoCE-IRType=All-in-one, Params.=25.4M2026.05230.852
BreadVenue=IJCV'23, Color Space=YCbCr, Params/M=2.02, FLOPs/G=19.852026.0522.920.836
Perceive-IRParams.=42M2024.0722.880.833
ClearAIRParams=31M2026.0122.830.846
Perceive-IRParams=42M2026.0122.810.833
PromptIRParams.=36M2024.0722.680.832
PromptIRParams=33M2026.0122.680.832
PromptIRType=All-in-one, Params.=35.6M2026.0522.680.832
RCT2022.0522.670.788
GridformerParams=34M2026.0122.590.831
GridformerType=All-in-one, Params.=34.1M2026.0522.590.831
MambaIRParams.=27M2024.0722.490.832
MambaIRType=General, Params.=27.2M2026.0522.490.832
RestormerFLOPS (G)=144.25, Params (M)=26.132023.0322.430.823
RestormerFLOPS(G)=144.25, Params(M)=26.132024.0622.430.823
Restormer2026.0522.430.823
LYT-NetFLOPs (G)=3.49, Params (M)=0.045, GT-mean gamma correction=false2024.0122.380.826
DaAIRParams.=6M, Is General Restorer=false2024.0522.380.825
VLU-NetParams=35M2026.0122.290.833
VLU-NetType=All-in-one, Params.=35.4M2026.0522.290.833
MambaIRSources=ECCV242025.1122.230.863
Diff-RetinexSources=ICCV232025.1121.980.852
DA-CLIPParam.=174M2024.1121.940.817
ZeroDCEVenue=CVPR'20, Color Space=RGB, Params/M=0.075, FLOPs/G=4.832026.0521.880.64
DGUNetParams.=17M, Is General Restorer=true2024.0521.870.823
DGUNetParams.=17M2024.0721.870.823
DGUNetType=General, Params.=17.3M2026.0521.870.823
CUESources=ICCV232025.1121.860.841
PromptIRParam.=36M2024.1121.80.815
RestormerParam.=26M2024.1121.740.815
LPNet2026.0521.460.802
UformerParam.=52M2024.1121.40.808
3DLUTFLOPs (G)=0.075, Params (M)=0.59, GT-mean gamma correction=false2024.0121.350.585
IDRParams.=15M, Is General Restorer=false2024.0521.340.826
IDRParams.=15M2024.0721.340.826
IDRParam.=15M2024.1121.340.826
IDRParams=15M2026.0121.340.826
TransweatherParams.=38M, Is General Restorer=false2024.0521.210.792
TransweatherParams.=38M2024.0721.210.792
ASTSources=CVPR242025.1121.090.858
DiffUIRParam.=36M2024.1120.920.789