Low-Light Image Enhancement on LIME (NIQE, BRISQUE, PI)
3.336NIQEUnfoldLDM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UnfoldLDM2025.11 | 3.336 | — | 2.265 | |
| CFWD2024.01 | 3.568 | 10.141 | 2.686 | |
| WCDM2024.01 | 3.597 | 14.474 | 2.605 | |
| EnlightenGAN2024.01 | 3.656 | 14.854 | 2.832 | |
| Reti-Diff2025.11 | 3.693 | — | 2.837 | |
| Zero-DCE2024.01 | 3.771 | 18.481 | 2.759 | |
| DiffLL2023.06 | 3.777 | 19.843 | 3.074 | |
| DiffLLmode=off-the-shelf generalization2026.02 | 3.777 | 19.843 | 3.074 | |
| NeRCo2024.01 | 3.803 | 21.164 | 2.888 | |
| DDIM2024.01 | 3.899 | 24.474 | 3.059 | |
| CLIP-Lit2024.01 | 3.989 | 19.422 | 2.813 | |
| SCEMmode=off-the-shelf generalization2026.02 | 4.091 | 16.82 | 2.838 | |
| UnfoldIR2025.11 | 4.099 | — | 3.085 | |
| CIDNet2025.11 | 4.132 | — | 3.146 | |
| SCI2024.01 | 4.163 | 17.094 | 2.908 | |
| GDP2024.01 | 4.186 | 22.022 | 3.109 | |
| EnlightenGAN2023.06 | 4.249 | 22.664 | 3.381 | |
| EnlightenGANmode=off-the-shelf generalization2026.02 | 4.249 | 22.664 | 3.381 | |
| UformerRetrained on LOLv1 training set=true2023.06 | 4.3 | 21.874 | 3.565 | |
| Uformermode=off-the-shelf generalization2026.02 | 4.3 | 21.874 | 3.565 | |
| WeatherDiffRetrained on LOLv1 training set=true2023.06 | 4.312 | 28.09 | 3.424 | |
| WeatherDiffmode=off-the-shelf generalization2026.02 | 4.312 | 28.09 | 3.424 | |
| RestormerRetrained on LOLv1 training set=true2023.06 | 4.365 | 22.931 | 3.292 | |
| Restormermode=off-the-shelf generalization2026.02 | 4.365 | 22.931 | 3.292 | |
| MIRNet2023.06 | 4.378 | 28.623 | 3.398 | |
| MIRNet2024.01 | 4.378 | 28.623 | 2.998 | |
| MIRNetmode=off-the-shelf generalization2026.02 | 4.378 | 28.623 | 3.398 | |
| Zero-DCE2023.06 | 4.379 | 26.054 | 3.239 | |
| Zero-DCEmode=off-the-shelf generalization2026.02 | 4.379 | 26.054 | 3.239 | |
| DDIMRetrained on LOLv1 training set=true2023.06 | 4.399 | 24.474 | 3.459 | |
| DDIMmode=off-the-shelf generalization2026.02 | 4.399 | 24.474 | 3.459 | |
| UHDFourScale=2x2023.06 | 4.43 | 20.263 | 3.813 | |
| UHDFour2×mode=off-the-shelf generalization2026.02 | 4.43 | 20.263 | 3.813 | |
| SCI2023.06 | 4.463 | 25.17 | 3.376 | |
| SCImode=off-the-shelf generalization2026.02 | 4.463 | 25.17 | 3.376 | |
| PaletteRetrained on LOLv1 training set=true2023.06 | 4.485 | 20.551 | 3.579 | |
| Palettemode=off-the-shelf generalization2026.02 | 4.485 | 20.551 | 3.579 | |
| DRBN2023.06 | 4.562 | 34.564 | 3.973 | |
| DRBN2024.01 | 4.562 | 29.564 | 3.573 | |
| DRBNmode=off-the-shelf generalization2026.02 | 4.562 | 34.564 | 3.973 | |
| GSAD2024.01 | 4.578 | 26.356 | 3.492 | |
| SNRNet2023.06 | 4.597 | 29.023 | 3.677 | |
| SNRNetmode=off-the-shelf generalization2026.02 | 4.597 | 29.023 | 3.677 | |
| UHDFour2024.01 | 4.627 | 15.93 | 3.344 | |
| URetinex-Net2023.06 | 4.694 | 29.022 | 3.713 | |
| URetinex-Net2024.01 | 4.694 | 29.022 | 3.313 | |
| URetinex-Netmode=off-the-shelf generalization2026.02 | 4.694 | 29.022 | 3.713 | |
| RUAS2024.01 | 4.702 | 29.601 | 3.479 | |
| GDP2023.06 | 4.891 | 27.46 | 3.694 | |
| GDPmode=off-the-shelf generalization2026.02 | 4.891 | 27.46 | 3.694 | |
| GDP2025.11 | 4.891 | — | 4.115 | |
| LIME2023.06 | 5.045 | 32.842 | 4.859 | |
| LIMEmode=off-the-shelf generalization2026.02 | 5.045 | 32.842 | 4.859 | |
| RUAS2023.06 | 5.322 | 34.88 | 4.581 | |
| RUASmode=off-the-shelf generalization2026.02 | 5.322 | 34.88 | 4.581 | |
| SNRNet2024.01 | 5.691 | 34.187 | 4.636 |