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ResearchFormerly WizWand

Low-Light Image Enhancement on LOL v1 (PSNR, SSIM, LPIPS)

28.09PSNROurs-8
10.7708815.2671919.763524.25981Oct 26, 2023Dec 24, 2023Feb 21, 2024Apr 21, 2024Jun 19, 2024Aug 17, 2024Oct 16, 2024
Updated 7mo ago

Evaluation results

MethodLinks
Ours-8NFE=82024.1028.090.8610.052
Ours-4NFE=42024.1027.9810.8720.053
GSADParam (M)=17.362023.1027.8390.8770.091
GSADNFE=102024.1027.8390.8770.091
Ours-2NFE=22024.1027.3970.8480.062
GLARE2024.0727.350.8830.083
RetinexformerNFE=12024.1027.180.85—
PyDiffNFE=42024.1027.090.930.1
WCDMNFE=102024.1026.9470.8470.088
LL-SKF2024.0726.80.8790.105
SNR-AwareParam (M)=39.132023.1026.7160.8510.152
SNR-NetNFE=12024.1026.7160.8510.152
DiffLLInference time (ms)=157.92024.0826.3360.8450.217
ExpoMambaInference time (ms)=36.00, With ground-truth mean=true2024.0825.770.860.212
LLFormerParam (M)=24.552023.1025.7580.8230.167
LLFormerNFE=12024.1025.7580.8230.167
MRQ2024.0725.240.8550.121
LLFlow2024.0725.190.870.113
Retformer2024.0725.160.8450.131
LLFlowParam (M)=37.682023.1025.1320.8720.117
LLFlowNFE=12024.1025.1320.8720.117
SNR2024.0724.610.8420.151
MIRNetParam (M)=5.902023.1024.140.8420.131
MIRNet2024.0724.140.830.131
MIRNetNFE=12024.1024.140.8420.131
MIRNetInference time (ms)=17952024.0824.1380.830.25
SNRNetInference time (ms)=72.162024.0823.4320.8430.234
UHDFourInference time (ms)=64.922024.0823.0930.8210.259
ExpoMambaInference time (ms)=38.00, Dynamic adjustment=true2024.0823.0920.8470.214
CIDNet2024.0823.090.8510.085
LLformerInference time (ms)=19562024.0822.890.8160.202
ExpoMambaInference time (ms)=36.002024.0822.870.8450.215
Restormer2024.0722.430.823—
URetinex-Net2024.0721.330.8350.122
KinD++Param (M)=9.632023.1021.30.8230.175
KinD++NFE=12024.1021.30.8230.175
KinDParam (M)=8.032023.1020.870.7990.207
KinD2024.0720.870.8020.207
KinDNFE=12024.1020.870.7990.207
RestormerInference time (ms)=513.12024.0820.6140.7970.288
DRBNParam (M)=2.212023.1019.860.8340.155
DRBN2024.0719.860.8340.155
DRBNNFE=12024.1019.860.8340.155
URetinex-NetInference time (ms)=18042024.0819.8420.8240.237
UformerInference time (ms)=901.22024.0819.0010.7410.354
RUAS2024.0718.230.72—
WeatherDiffInference time (ms)=52712024.0817.9130.8110.272
EnlightenGAN2024.0817.6060.6530.372
EnlightenGANParam (M)=8.642023.1017.4830.6520.322
EnlightenGANNFE=12024.1017.4830.6520.322
Sparse2024.0717.20.64—
RetinexInference time (ms)=44932024.0816.7740.4620.417
RetinexNetParam (M)=0.622023.1016.770.4620.474
RetinexNetNFE=12024.1016.770.4620.474
LIME2023.1016.760.560.35
LIMENFE=12024.1016.760.560.35
DDIMInference time (ms)=12132024.0816.5210.7760.376
RUASInference time (ms)=15.512024.0816.4050.5030.364
UFormer2024.0716.360.771—
CDEF2024.0816.3350.5850.407
IPT2024.0716.270.504—
GDP2024.0815.8960.5420.421
Zero-DCEParam (M)=0.332023.1014.8610.5620.335
Zero-DCENFE=12024.1014.8610.5620.335
SCIInference time (ms)=17552024.0814.7840.5250.366
SCI2024.0714.780.646—
SID2024.0714.350.436—
PaletteInference time (ms)=168.52024.0811.7710.5610.498
ReLLIEInference time (ms)=3.5002024.0811.4370.4820.375