Low-Light Image Enhancement on DICM (NIQE, BRISQUE, PI)
3.322NIQE ScoreCFWD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFWD2024.01 | 3.322 | 10.955 | 2.699 | |
| NeRCo2024.01 | 3.329 | 19.586 | 2.89 | |
| SCEMmode=off-the-shelf generalization2026.02 | 3.355 | 16.676 | 2.606 | |
| WCDM2024.01 | 3.364 | 15.862 | 2.364 | |
| Zero-DCE2024.01 | 3.414 | 36.452 | 2.911 | |
| EnlightenGAN2024.01 | 3.439 | 14.175 | 2.719 | |
| SCI2024.01 | 3.519 | 25.289 | 2.824 | |
| CLIP-Lit2024.01 | 3.557 | 26.991 | 2.589 | |
| GSAD2024.01 | 3.735 | 20.296 | 2.894 | |
| WeatherDiffRetrained on LOLv1 training set=true2023.06 | 3.773 | 20.387 | 3.13 | |
| WeatherDiffmode=off-the-shelf generalization2026.02 | 3.773 | 20.387 | 3.13 | |
| SNRNet2023.06 | 3.804 | 19.459 | 3.285 | |
| SNRNetmode=off-the-shelf generalization2026.02 | 3.804 | 19.459 | 3.285 | |
| DiffLL2023.06 | 3.806 | 18.584 | 3.011 | |
| DiffLLmode=off-the-shelf generalization2026.02 | 3.806 | 18.584 | 3.011 | |
| EnlightenGAN2023.06 | 3.832 | 19.129 | 3.256 | |
| EnlightenGANmode=off-the-shelf generalization2026.02 | 3.832 | 19.129 | 3.256 | |
| UformerRetrained on LOLv1 training set=true2023.06 | 3.847 | 19.657 | 3.18 | |
| Uformermode=off-the-shelf generalization2026.02 | 3.847 | 19.657 | 3.18 | |
| DDIMRetrained on LOLv1 training set=true2023.06 | 3.899 | 19.787 | 3.213 | |
| DDIM2024.01 | 3.899 | 19.787 | 3.013 | |
| DDIMmode=off-the-shelf generalization2026.02 | 3.899 | 19.787 | 3.213 | |
| Zero-DCE2023.06 | 3.951 | 23.35 | 3.149 | |
| Zero-DCEmode=off-the-shelf generalization2026.02 | 3.951 | 23.35 | 3.149 | |
| RestormerRetrained on LOLv1 training set=true2023.06 | 3.964 | 19.474 | 3.152 | |
| Restormermode=off-the-shelf generalization2026.02 | 3.964 | 19.474 | 3.152 | |
| MIRNet2023.06 | 4.021 | 22.104 | 3.691 | |
| MIRNet2024.01 | 4.021 | 22.104 | 3.391 | |
| MIRNetmode=off-the-shelf generalization2026.02 | 4.021 | 22.104 | 3.691 | |
| SNRNet2024.01 | 4.07 | 26.179 | 3.926 | |
| PaletteRetrained on LOLv1 training set=true2023.06 | 4.118 | 18.732 | 3.425 | |
| Palettemode=off-the-shelf generalization2026.02 | 4.118 | 18.732 | 3.425 | |
| UHDFour2024.01 | 4.231 | 13.174 | 3.186 | |
| GDP2023.06 | 4.358 | 19.294 | 3.552 | |
| GDP2024.01 | 4.358 | 19.294 | 2.887 | |
| GDPmode=off-the-shelf generalization2026.02 | 4.358 | 19.294 | 3.552 | |
| DRBN2023.06 | 4.369 | 30.708 | 3.8 | |
| DRBN2024.01 | 4.369 | 30.708 | 3.782 | |
| DRBNmode=off-the-shelf generalization2026.02 | 4.369 | 30.708 | 3.8 | |
| LIME2023.06 | 4.476 | 27.375 | 4.216 | |
| LIMEmode=off-the-shelf generalization2026.02 | 4.476 | 27.375 | 4.216 | |
| SCI2023.06 | 4.519 | 27.922 | 3.7 | |
| SCImode=off-the-shelf generalization2026.02 | 4.519 | 27.922 | 3.7 | |
| UHDFourScale=2x2023.06 | 4.575 | 26.926 | 3.684 | |
| UHDFour2×mode=off-the-shelf generalization2026.02 | 4.575 | 26.926 | 3.684 | |
| URetinex-Net2023.06 | 4.774 | 24.544 | 3.565 | |
| URetinex-Net2024.01 | 4.774 | 24.544 | 3.565 | |
| URetinex-Netmode=off-the-shelf generalization2026.02 | 4.774 | 24.544 | 3.565 | |
| RUAS2024.01 | 5.119 | 41.897 | 4.127 | |
| RUAS2023.06 | 7.306 | 46.882 | 5.7 | |
| RUASmode=off-the-shelf generalization2026.02 | 7.306 | 46.882 | 5.7 |