Low-light Image Enhancement on DICM (NIQE)
3.28NIQEGSAD
Evaluation results
| Method | Links | |
|---|---|---|
| GSADTraining dataset=LOLv2-synthetic, Evaluation protocol=Zero-shot generalization2023.10 | 3.28 | |
| FourLLIEtrained_on=LOLv2-Real2026.04 | 3.374 | |
| HEPLearning Mode=Unsupervised Learning2021.12 | 3.425 | |
| EnlightenGANExpected Real-time Performance=false2026.01 | 3.45 | |
| RHVI-FDDtrained_on=LOLv2-Real2026.04 | 3.505 | |
| KinD++-SKFSKF=true2023.04 | 3.5382 | |
| Zero-DCE++Expected Real-time Performance=true2026.01 | 3.54 | |
| EnlightenGANLearning Mode=Unsupervised Learning2021.12 | 3.546 | |
| Zero-DCELearning Mode=Unsupervised Learning2021.12 | 3.56 | |
| RetinexMambaExpected Real-time Performance=false2026.01 | 3.57 | |
| KinDtrained_on=LOLv2-Real2026.04 | 3.614 | |
| Ours2024.10 | 3.62 | |
| HELearning Mode=Traditional2021.12 | 3.643 | |
| RetinexNet-SKFSKF=true2023.04 | 3.6945 | |
| DCC-Net2023.10 | 3.7 | |
| KinD++SKF=false2023.04 | 3.7076 | |
| SCI2024.10 | 3.73 | |
| HVI-CIDNettrained_on=LOLv2-Real2026.04 | 3.75 | |
| Zero-DCE2024.10 | 3.77 | |
| CIDNetExpected Real-time Performance=false2026.01 | 3.78 | |
| KinD++Learning Mode=Supervised Learning2021.12 | 3.787 | |
| KinD-SKFSKF=true2023.04 | 3.7909 | |
| LIMELearning Mode=Traditional2021.12 | 3.818 | |
| CWNetExpected Real-time Performance=false2026.01 | 3.83 | |
| StableLLVEExpected Real-time Performance=true2026.01 | 3.83 | |
| RRNetExpected Real-time Performance=true2026.01 | 3.83 | |
| DCC-Net2024.10 | 3.84 | |
| DRBN-SKFSKF=true2023.04 | 3.8541 | |
| KinD++2023.10 | 3.89 | |
| DeepUPEExpected Real-time Performance=false2026.01 | 3.89 | |
| HWMNetSKF=false2023.04 | 3.9196 | |
| KinDSKF=false2023.04 | 3.9371 | |
| KinD2023.10 | 3.95 | |
| EnGAN2024.10 | 3.98 | |
| MIRNettrained_on=LOLv2-Real2026.04 | 4.042 | |
| DRBNSKF=false2023.04 | 4.0433 | |
| EnlightenGAN2023.10 | 4.06 | |
| HWMNet-SKFSKF=true2023.04 | 4.076 | |
| PairLIEExpected Real-time Performance=false2026.01 | 4.09 | |
| SNRNetExpected Real-time Performance=true2026.01 | 4.1 | |
| FECNettrained_on=LOLv2-Real2026.04 | 4.139 | |
| Breadtrained_on=LOLv2-Real2026.04 | 4.179 | |
| RetinexNetExpected Real-time Performance=false2026.01 | 4.2 | |
| Input2023.04 | 4.255 | |
| RetinexNet2023.10 | 4.33 | |
| GSAD2024.10 | 4.35 | |
| Retinex-NetLearning Mode=Supervised Learning2021.12 | 4.451 | |
| Retinexformer2024.10 | 4.47 | |
| Zero-DCE2023.10 | 4.58 | |
| Zero-DCEtrained_on=LOLv2-Real2026.04 | 4.58 | |
| Self-SupervisedLearning Mode=Unsupervised Learning2021.12 | 4.588 | |
| RetinexNetSKF=false2023.04 | 4.5912 | |
| SMGtrained_on=LOLv2-Real2026.04 | 4.733 | |
| LIME2024.10 | 5.42 | |
| FastLLVEExpected Real-time Performance=true2026.01 | 5.55 | |
| SNR-Aware2023.10 | 6.12 | |
| KinD++2024.10 | 6.19 | |
| WCDM2024.10 | 6.38 |