Low-Light Image Enhancement on NPE (NIQE)
3.24NIQEOurs
Evaluation results
| Method | Links | |
|---|---|---|
| Ours2024.10 | 3.24 | |
| EnGAN2024.10 | 3.42 | |
| KinD++2024.10 | 3.44 | |
| Zero-DCE++Expected Real-time Performance=true2026.01 | 3.47 | |
| GSADTraining dataset=LOLv2-synthetic, Evaluation protocol=Zero-shot generalization2023.10 | 3.55 | |
| RetinexMambaExpected Real-time Performance=false2026.01 | 3.55 | |
| StableLLVEExpected Real-time Performance=true2026.01 | 3.62 | |
| RRNetExpected Real-time Performance=true2026.01 | 3.62 | |
| CWNetExpected Real-time Performance=false2026.01 | 3.65 | |
| DeepUPEExpected Real-time Performance=false2026.01 | 3.67 | |
| DCC-Net2023.10 | 3.7 | |
| CIDNetExpected Real-time Performance=false2026.01 | 3.74 | |
| HVI-CIDNettrained_on=LOLv2-Real2026.04 | 3.746 | |
| RHVI-FDDtrained_on=LOLv2-Real2026.04 | 3.753 | |
| KinD++-SKFSKF=true2023.04 | 3.8201 | |
| KinD-SKFSKF=true2023.04 | 3.8721 | |
| FourLLIEtrained_on=LOLv2-Real2026.04 | 3.909 | |
| KinD++2023.10 | 3.91 | |
| KinD2023.10 | 3.92 | |
| DRBNSKF=false2023.04 | 3.9205 | |
| KinD++SKF=false2023.04 | 3.9848 | |
| EnlightenGAN2023.10 | 3.99 | |
| HWMNet-SKFSKF=true2023.04 | 3.9942 | |
| RetinexNet-SKFSKF=true2023.04 | 4.0152 | |
| DRBN-SKFSKF=true2023.04 | 4.0192 | |
| PairLIEExpected Real-time Performance=false2026.01 | 4.02 | |
| HWMNetSKF=false2023.04 | 4.0683 | |
| EnlightenGANExpected Real-time Performance=false2026.01 | 4.11 | |
| Breadtrained_on=LOLv2-Real2026.04 | 4.16 | |
| KinDtrained_on=LOLv2-Real2026.04 | 4.175 | |
| Retinexformer2024.10 | 4.28 | |
| Input2023.04 | 4.3124 | |
| SNRNetExpected Real-time Performance=true2026.01 | 4.32 | |
| LIME2024.10 | 4.37 | |
| RetinexNetExpected Real-time Performance=false2026.01 | 4.46 | |
| FECNettrained_on=LOLv2-Real2026.04 | 4.5 | |
| RetinexNetSKF=false2023.04 | 4.5008 | |
| Zero-DCE2023.10 | 4.53 | |
| Zero-DCEtrained_on=LOLv2-Real2026.04 | 4.53 | |
| WCDM2024.10 | 4.65 | |
| KinDSKF=false2023.04 | 4.6896 | |
| FastLLVEExpected Real-time Performance=true2026.01 | 4.76 | |
| RetinexNet2023.10 | 4.95 | |
| SMGtrained_on=LOLv2-Real2026.04 | 5.208 | |
| MIRNettrained_on=LOLv2-Real2026.04 | 5.235 | |
| GSAD2024.10 | 5.35 | |
| Zero-DCE2024.10 | 6.19 | |
| SNR-Aware2023.10 | 6.44 | |
| SCI2024.10 | 6.44 | |
| DCC-Net2024.10 | 7.97 |