Image Quality Assessment on nuScenes nighttime (val)
51.674MUSIQ ScoreLightDiff
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LightDiffType=Unsupervised (retrained)2024.04 | 51.674 | 0.407 | 0.086 | 4.594 | 58.622 | 20.25 | 3.516 | |
| Shadow DiffusionType=Supervised2024.04 | 40.695 | 0.446 | 0.078 | 3.808 | 67.086 | 57.984 | 5.607 | |
| SCI-difficultType=Unsupervised2024.04 | 34.718 | 0.26 | 0.081 | 4.37 | 58.037 | 34.583 | 5.05 | |
| RUAS-LOLType=Unsupervised2024.04 | 24.587 | 0.257 | 0.056 | 4.311 | 43.836 | 52.761 | 6.031 | |
| Zero-DCEType=Unsupervised2024.04 | 24.562 | 0.25 | 0.064 | 4.36 | 52.988 | 35.804 | 4.316 | |
| URetinex-NetType=Supervised2024.04 | 24.086 | 0.244 | 0.065 | 4.503 | 53.571 | 38.972 | 4.46 | |
| CLIP-LITType=Unsupervised2024.04 | 23.805 | 0.229 | 0.064 | 4.402 | 49.557 | 42.56 | 4.701 | |
| EnlightenGANType=Unsupervised2024.04 | 20.686 | 0.242 | 0.07 | 4.383 | 42.829 | 40.08 | 4.307 | |
| ExposureDiffusionType=Supervised2024.04 | 20.365 | 0.204 | 0.026 | 3.977 | 10.795 | 50.562 | 5.02 | |
| RUAS-DarkFaceType=Unsupervised2024.04 | 20.277 | 0.248 | 0.067 | 4.382 | 45.488 | 55.351 | 5.595 | |
| Zero-DCE++Type=Unsupervised2024.04 | 20.276 | 0.242 | 0.059 | 4.375 | 49.553 | 36.025 | 4.232 | |
| LESNetType=Unsupervised2024.04 | 19.41 | 0.205 | 0.032 | 3.477 | 14.453 | 32.784 | 7.905 | |
| SNR-Aware-nuSceneType=Supervised2024.04 | 16.928 | 0.241 | 0.056 | 3.767 | 24.013 | 35.087 | 7.664 | |
| EnlightenGANType=Unsupervised (retrained)2024.04 | 16.334 | 0.239 | 0.035 | 3.309 | 24.654 | 33.294 | 3.397 | |
| Night ImageType=Baseline2024.04 | 16.295 | 0.229 | 0.034 | 3.197 | 20.753 | 35.627 | 3.7 | |
| CLIP-LITType=Unsupervised (retrained)2024.04 | 16.288 | 0.229 | 0.033 | 3.206 | 20.766 | 35.681 | 3.703 | |
| SCI-mediumType=Unsupervised2024.04 | 15.513 | 0.241 | 0.056 | 4.374 | 50.316 | 36.317 | 4.423 | |
| SCI-easyType=Unsupervised2024.04 | 15.24 | 0.25 | 0.044 | 4.004 | 33.928 | 31.679 | 3.975 | |
| RUAS-MIT5KType=Unsupervised2024.04 | 14.965 | 0.234 | 0.041 | 4.046 | 34.945 | 46.425 | 4.506 | |
| SCIType=Unsupervised (retrained)2024.04 | 14.781 | 0.238 | 0.044 | 3.909 | 34.819 | 34.22 | 4.118 | |
| SNR-Aware-LOLv2syntheticType=Supervised2024.04 | 14.528 | 0.219 | 0.026 | 3.414 | 12.571 | 38.652 | 8.967 | |
| SNR-Aware-LOLv1Type=Supervised2024.04 | 13.591 | 0.229 | 0.032 | 3.947 | 22.893 | 30.119 | 8.898 | |
| SNR-Aware-LOLv2realType=Supervised2024.04 | 13.591 | 0.23 | 0.032 | 3.947 | 23.025 | 30.119 | 8.898 | |
| Afifi et al.Type=Supervised2024.04 | 13.562 | 0.207 | 0.045 | 3.715 | 19.731 | 32.207 | 8.388 |