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Low-Light Image Enhancement on LIME (NIQE)

6.453NIQE ScoreMIRNet
3.329884.140694.95155.76231Apr 14, 2023Oct 12, 2023Apr 11, 2024Oct 9, 2024Apr 9, 2025Oct 7, 2025Apr 7, 2026

Evaluation results

MethodLinks
MIRNettrained_on=LOLv2-Real2026.046.453
DCC-Net2024.106.27
FECNettrained_on=LOLv2-Real2026.046.041
SNR-Aware2023.105.93
Zero-DCE2023.105.82
Zero-DCEtrained_on=LOLv2-Real2026.045.82
RetinexNet2023.105.75
SNRNetExpected Real-time Performance=true2026.015.74
SMGtrained_on=LOLv2-Real2026.045.451
FastLLVEExpected Real-time Performance=true2026.015.19
KinD++2023.104.9
KinDtrained_on=LOLv2-Real2026.044.772
Breadtrained_on=LOLv2-Real2026.044.717
KinDSKF=false2023.044.6418
WCDM2024.104.62
EnlightenGAN2023.104.59
PairLIEExpected Real-time Performance=false2026.014.51
EnGAN2024.104.49
CWNetExpected Real-time Performance=false2026.014.46
Input2023.044.438
RetinexNetSKF=false2023.044.42
KinD2023.104.42
DCC-Net2023.104.42
RetinexNetExpected Real-time Performance=false2026.014.42
FourLLIEtrained_on=LOLv2-Real2026.044.402
DRBNSKF=false2023.044.4019
KinD++SKF=false2023.044.3756
HWMNet-SKFSKF=true2023.044.3699
KinD-SKFSKF=true2023.044.3607
HWMNetSKF=false2023.044.3549
DRBN-SKFSKF=true2023.044.3392
GSADTraining dataset=LOLv2-synthetic, Evaluation protocol=Zero-shot generalization2023.104.32
KinD++2024.104.24
StableLLVEExpected Real-time Performance=true2026.014.22
HVI-CIDNettrained_on=LOLv2-Real2026.044.151
DeepUPEExpected Real-time Performance=false2026.014.14
RetinexNet-SKFSKF=true2023.044.0779
RHVI-FDDtrained_on=LOLv2-Real2026.044.022
KinD++-SKFSKF=true2023.043.9892
Zero-DCE++Expected Real-time Performance=true2026.013.97
GSAD2024.103.97
Retinexformer2024.103.96
RetinexMambaExpected Real-time Performance=false2026.013.88
LIME2024.103.84
CIDNetExpected Real-time Performance=false2026.013.81
RRNetExpected Real-time Performance=true2026.013.75
EnlightenGANExpected Real-time Performance=false2026.013.72
Zero-DCE2024.103.61
SCI2024.103.52
Ours2024.103.45