Low-light Image Enhancement on VV (NIQE)
2.251NIQEEnlightenGAN
Evaluation results
| Method | Links | |
|---|---|---|
| EnlightenGANLearning Mode=Unsupervised Learning2021.12 | 2.251 | |
| HEPLearning Mode=Unsupervised Learning2021.12 | 2.336 | |
| KinD++Learning Mode=Supervised Learning2021.12 | 2.352 | |
| LIMELearning Mode=Traditional2021.12 | 2.456 | |
| Retinex-NetLearning Mode=Supervised Learning2021.12 | 2.461 | |
| RRNetExpected Real-time Performance=true2026.01 | 2.5 | |
| GSADTraining dataset=LOLv2-synthetic, Evaluation protocol=Zero-shot generalization2023.10 | 2.6 | |
| CWNetExpected Real-time Performance=false2026.01 | 2.62 | |
| EnlightenGANExpected Real-time Performance=false2026.01 | 2.68 | |
| RetinexNetExpected Real-time Performance=false2026.01 | 2.98 | |
| Ours2024.10 | 3 | |
| Zero-DCE++Expected Real-time Performance=true2026.01 | 3.1 | |
| RHVI-FDDtrained_on=LOLv2-Real2026.04 | 3.162 | |
| FourLLIEtrained_on=LOLv2-Real2026.04 | 3.168 | |
| GSAD2024.10 | 3.18 | |
| StableLLVEExpected Real-time Performance=true2026.01 | 3.2 | |
| HELearning Mode=Traditional2021.12 | 3.202 | |
| CIDNetExpected Real-time Performance=false2026.01 | 3.21 | |
| HVI-CIDNettrained_on=LOLv2-Real2026.04 | 3.212 | |
| Zero-DCELearning Mode=Unsupervised Learning2021.12 | 3.217 | |
| DeepUPEExpected Real-time Performance=false2026.01 | 3.22 | |
| DCC-Net2023.10 | 3.28 | |
| Breadtrained_on=LOLv2-Real2026.04 | 3.304 | |
| FECNettrained_on=LOLv2-Real2026.04 | 3.346 | |
| Self-SupervisedLearning Mode=Unsupervised Learning2021.12 | 3.364 | |
| LIME2024.10 | 3.63 | |
| PairLIEExpected Real-time Performance=false2026.01 | 3.66 | |
| KinD2023.10 | 3.72 | |
| KinD++2024.10 | 3.72 | |
| KinD++2023.10 | 3.82 | |
| KinDtrained_on=LOLv2-Real2026.04 | 3.835 | |
| EnGAN2024.10 | 3.93 | |
| EnlightenGAN2023.10 | 4.04 | |
| SCI2024.10 | 4.05 | |
| FastLLVEExpected Real-time Performance=true2026.01 | 4.25 | |
| RetinexNet2023.10 | 4.32 | |
| Retinexformer2024.10 | 4.53 | |
| DCC-Net2024.10 | 4.66 | |
| MIRNettrained_on=LOLv2-Real2026.04 | 4.735 | |
| Zero-DCE2023.10 | 4.81 | |
| Zero-DCE2024.10 | 4.81 | |
| Zero-DCEtrained_on=LOLv2-Real2026.04 | 4.81 | |
| SMGtrained_on=LOLv2-Real2026.04 | 4.884 | |
| WCDM2024.10 | 5.39 | |
| RetinexMambaExpected Real-time Performance=false2026.01 | 5.62 | |
| SNRNetExpected Real-time Performance=true2026.01 | 6.87 | |
| SNR-Aware2023.10 | 11.5 |