Low-light Image Enhancement on MEF (NIQE)
6.44NIQESNR-Aware
Evaluation results
| Method | Links | |
|---|---|---|
| SNR-Aware2023.10 | 6.44 | |
| DCC-Net2024.10 | 6.04 | |
| SMGtrained_on=LOLv2-Real2026.04 | 5.754 | |
| FastLLVEExpected Real-time Performance=true2026.01 | 5.69 | |
| MIRNettrained_on=LOLv2-Real2026.04 | 5.504 | |
| Breadtrained_on=LOLv2-Real2026.04 | 5.369 | |
| EnGAN2024.10 | 4.95 | |
| Zero-DCE2023.10 | 4.93 | |
| RetinexNet2023.10 | 4.93 | |
| Zero-DCEtrained_on=LOLv2-Real2026.04 | 4.93 | |
| WCDM2024.10 | 4.86 | |
| KinDtrained_on=LOLv2-Real2026.04 | 4.819 | |
| FECNettrained_on=LOLv2-Real2026.04 | 4.707 | |
| EnlightenGAN2023.10 | 4.7 | |
| DCC-Net2023.10 | 4.59 | |
| KinD++2023.10 | 4.55 | |
| Self-SupervisedLearning Mode=Unsupervised Learning2021.12 | 4.477 | |
| KinD2023.10 | 4.45 | |
| Retinex-NetLearning Mode=Supervised Learning2021.12 | 4.386 | |
| CWNetExpected Real-time Performance=false2026.01 | 4.38 | |
| FourLLIEtrained_on=LOLv2-Real2026.04 | 4.362 | |
| Input2023.04 | 4.265 | |
| HWMNetSKF=false2023.04 | 4.2175 | |
| SNRNetExpected Real-time Performance=true2026.01 | 4.18 | |
| PairLIEExpected Real-time Performance=false2026.01 | 4.16 | |
| RetinexNetSKF=false2023.04 | 4.149 | |
| KinDSKF=false2023.04 | 4.1344 | |
| Zero-DCE2024.10 | 4.12 | |
| Retinexformer2024.10 | 4.12 | |
| DRBNSKF=false2023.04 | 4.0956 | |
| DRBN-SKFSKF=true2023.04 | 4.0894 | |
| GSAD2024.10 | 4.08 | |
| SCI2024.10 | 4.07 | |
| HWMNet-SKFSKF=true2023.04 | 4.0312 | |
| RetinexNetExpected Real-time Performance=false2026.01 | 3.98 | |
| KinD-SKFSKF=true2023.04 | 3.946 | |
| KinD++2024.10 | 3.93 | |
| Ours2024.10 | 3.93 | |
| StableLLVEExpected Real-time Performance=true2026.01 | 3.92 | |
| KinD++-SKFSKF=true2023.04 | 3.7645 | |
| KinD++SKF=false2023.04 | 3.7498 | |
| KinD++Learning Mode=Supervised Learning2021.12 | 3.734 | |
| LIME2024.10 | 3.73 | |
| DeepUPEExpected Real-time Performance=false2026.01 | 3.68 | |
| RetinexNet-SKFSKF=true2023.04 | 3.6321 | |
| HVI-CIDNettrained_on=LOLv2-Real2026.04 | 3.572 | |
| LIMELearning Mode=Traditional2021.12 | 3.56 | |
| RHVI-FDDtrained_on=LOLv2-Real2026.04 | 3.522 | |
| HELearning Mode=Traditional2021.12 | 3.472 | |
| GSADTraining dataset=LOLv2-synthetic, Evaluation protocol=Zero-shot generalization2023.10 | 3.4 | |
| Zero-DCE++Expected Real-time Performance=true2026.01 | 3.4 | |
| CIDNetExpected Real-time Performance=false2026.01 | 3.34 | |
| EnlightenGANExpected Real-time Performance=false2026.01 | 3.32 | |
| RetinexMambaExpected Real-time Performance=false2026.01 | 3.32 | |
| Zero-DCELearning Mode=Unsupervised Learning2021.12 | 3.283 | |
| RRNetExpected Real-time Performance=true2026.01 | 3.24 | |
| EnlightenGANLearning Mode=Unsupervised Learning2021.12 | 3.221 | |
| HEPLearning Mode=Unsupervised Learning2021.12 | 3.188 |