Low-Light Image Enhancement on LIME (NIQE)
6.453NIQE ScoreMIRNet
Evaluation Results
| Method | Links | |
|---|---|---|
| MIRNettrained_on=LOLv2-Real2026.04 | 6.453 | |
| DCC-Net2024.10 | 6.27 | |
| FECNettrained_on=LOLv2-Real2026.04 | 6.041 | |
| SNR-Aware2023.10 | 5.93 | |
| Zero-DCE2023.10 | 5.82 | |
| Zero-DCEtrained_on=LOLv2-Real2026.04 | 5.82 | |
| RetinexNet2023.10 | 5.75 | |
| SNRNetExpected Real-time Performance=true2026.01 | 5.74 | |
| SMGtrained_on=LOLv2-Real2026.04 | 5.451 | |
| FastLLVEExpected Real-time Performance=true2026.01 | 5.19 | |
| KinD++2023.10 | 4.9 | |
| KinDtrained_on=LOLv2-Real2026.04 | 4.772 | |
| Breadtrained_on=LOLv2-Real2026.04 | 4.717 | |
| KinDSKF=false2023.04 | 4.6418 | |
| WCDM2024.10 | 4.62 | |
| EnlightenGAN2023.10 | 4.59 | |
| PairLIEExpected Real-time Performance=false2026.01 | 4.51 | |
| EnGAN2024.10 | 4.49 | |
| CWNetExpected Real-time Performance=false2026.01 | 4.46 | |
| Input2023.04 | 4.438 | |
| RetinexNetSKF=false2023.04 | 4.42 | |
| KinD2023.10 | 4.42 | |
| DCC-Net2023.10 | 4.42 | |
| RetinexNetExpected Real-time Performance=false2026.01 | 4.42 | |
| FourLLIEtrained_on=LOLv2-Real2026.04 | 4.402 | |
| DRBNSKF=false2023.04 | 4.4019 | |
| KinD++SKF=false2023.04 | 4.3756 | |
| HWMNet-SKFSKF=true2023.04 | 4.3699 | |
| KinD-SKFSKF=true2023.04 | 4.3607 | |
| HWMNetSKF=false2023.04 | 4.3549 | |
| DRBN-SKFSKF=true2023.04 | 4.3392 | |
| GSADTraining dataset=LOLv2-synthetic, Evaluation protocol=Zero-shot generalization2023.10 | 4.32 | |
| KinD++2024.10 | 4.24 | |
| StableLLVEExpected Real-time Performance=true2026.01 | 4.22 | |
| HVI-CIDNettrained_on=LOLv2-Real2026.04 | 4.151 | |
| DeepUPEExpected Real-time Performance=false2026.01 | 4.14 | |
| RetinexNet-SKFSKF=true2023.04 | 4.0779 | |
| RHVI-FDDtrained_on=LOLv2-Real2026.04 | 4.022 | |
| KinD++-SKFSKF=true2023.04 | 3.9892 | |
| Zero-DCE++Expected Real-time Performance=true2026.01 | 3.97 | |
| GSAD2024.10 | 3.97 | |
| Retinexformer2024.10 | 3.96 | |
| RetinexMambaExpected Real-time Performance=false2026.01 | 3.88 | |
| LIME2024.10 | 3.84 | |
| CIDNetExpected Real-time Performance=false2026.01 | 3.81 | |
| RRNetExpected Real-time Performance=true2026.01 | 3.75 | |
| EnlightenGANExpected Real-time Performance=false2026.01 | 3.72 | |
| Zero-DCE2024.10 | 3.61 | |
| SCI2024.10 | 3.52 | |
| Ours2024.10 | 3.45 |