Low-light Image Enhancement on VV (test)
2.28NIQEcoarse-to-fine DNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| coarse-to-fine DNNAdversarial Loss=false2020.03 | 2.28 | — | |
| coarse-to-fine DNNAdversarial Loss=true2020.03 | 2.28 | — | |
| LIME2020.03 | 2.49 | — | |
| NPE2020.03 | 2.52 | — | |
| enlighten GAN (EGAN)2020.03 | 2.58 | — | |
| RetinexNet (RNet)2020.03 | 2.6 | — | |
| WVM2020.03 | 2.85 | — | |
| VLM-IMITraining Status=Trained on Our Dataset2025.07 | 3.523 | 45.984 | |
| NeRCoTraining Status=Trained on Our Dataset2025.07 | 3.565 | 39.001 | |
| KinD++Training Status=Pre-trained Model, trained on LOL dataset=true2025.07 | 3.586 | 40.826 | |
| DiffLLTraining Status=Trained on Our Dataset2025.07 | 3.624 | 36.804 | |
| VLM-IMITraining Status=Pre-trained Model, trained on LOL dataset=true2025.07 | 3.632 | 40.407 | |
| DRBNTraining Status=Pre-trained Model, trained on LOL dataset=true2025.07 | 3.671 | 40.174 | |
| Diff-PluginTraining Status=Trained on Our Dataset2025.07 | 3.672 | 42.537 | |
| EnlightenGANTraining Status=Pre-trained Model2025.07 | 3.689 | 30.403 | |
| LIMETraining Status=Pre-trained Model2025.07 | 3.713 | 35.591 | |
| GPP-LLIETraining Status=Trained on Our Dataset2025.07 | 3.772 | 41.841 | |
| CLIP-LITTraining Status=Trained on Our Dataset2025.07 | 3.782 | 41.768 | |
| PairLIETraining Status=Trained on Our Dataset2025.07 | 3.824 | 39.91 | |
| UniProcessorTraining Status=Trained on Our Dataset2025.07 | 3.841 | 44.39 | |
| URetinexNetTraining Status=Pre-trained Model, trained on LOL dataset=true2025.07 | 3.851 | 40.458 | |
| RetinexformerTraining Status=Trained on Our Dataset2025.07 | 3.875 | 41.284 | |
| QuadPriorTraining Status=Trained on Our Dataset2025.07 | 3.967 | 44.895 | |
| BrainRetinexTraining Status=Pre-trained Model2025.07 | 4.031 | 36.289 | |
| GEFUTraining Status=Trained on Our Dataset2025.07 | 4.064 | 38.479 | |
| GSADTraining Status=Trained on Our Dataset2025.07 | 4.082 | 43.808 | |
| InstructIRTraining Status=Pre-trained Model, trained on LOL dataset=true2025.07 | 4.881 | 43.603 | |
| LCDPNetTraining Status=Pre-trained Model2025.07 | 5.039 | 37.219 | |
| CDEFTraining Status=Pre-trained Model2025.07 | 5.051 | 32.722 | |
| Zero-DCETraining Status=Pre-trained Model2025.07 | 5.08 | 39.231 | |
| SCITraining Status=Pre-trained Model2025.07 | 5.312 | 35.071 | |
| BLTraining Status=Pre-trained Model2025.07 | 5.74 | 37.935 | |
| RetinexNetTraining Status=Pre-trained Model, trained on LOL dataset=true2025.07 | 5.881 | 41.562 |