Low-light image enhancement on UHD-LL (test)
27.57PSNRERR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ERRParameter=1.131M2025.03 | 27.57 | 0.932 | 0.214 | |
| Wave-MambaParameter=1.258M2025.03 | 27.35 | 0.913 | 0.185 | |
| ERR (Stage 2)2025.03 | 27.33 | 0.925 | 0.226 | |
| UHDPromerVenue=-, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 27.159 | 0.9285 | 0.2118 | |
| UHDformerVenue=AAAI’24, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 27.113 | 0.9271 | 0.224 | |
| UHDFormerParameter=0.339M2025.03 | 27.11 | 0.927 | 0.245 | |
| LMARVenue=CVPR’24, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 26.821 | 0.884 | 0.3076 | |
| UHDFourVenue=ICLR’23, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 26.226 | 0.9 | 0.2194 | |
| UHDFourParameter=17.54M2025.03 | 26.22 | 0.9 | 0.239 | |
| ERR (Stage 1)2025.03 | 24.61 | 0.841 | 0.455 | |
| LLformerVenue=AAAI’23, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 24.065 | 0.858 | 0.3516 | |
| LLFormerParameter=13.15M2025.03 | 22.79 | 0.853 | 0.264 | |
| SNR-AwareParameter=40.08M2025.03 | 22.72 | 0.877 | 0.304 | |
| UHDformerVenue=AAAI’24, Training Setting=Setting 1: Trained on LOL2026.03 | 22.615 | 0.7754 | 0.4241 | |
| LMARVenue=CVPR’24, Training Setting=Setting 1: Trained on LOL2026.03 | 22.43 | 0.8628 | 0.4211 | |
| RestormerParameter=26.11M2025.03 | 22.25 | 0.871 | 0.289 | |
| IFTParameter=11.56M2025.03 | 21.96 | 0.87 | 0.324 | |
| UHDPromerVenue=-, Training Setting=Setting 1: Trained on LOL2026.03 | 21.714 | 0.7807 | 0.4176 | |
| RestormerVenue=CVPR’22, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 21.536 | 0.8437 | 0.3608 | |
| LLformerVenue=AAAI’23, Training Setting=Setting 1: Trained on LOL2026.03 | 21.44 | 0.7763 | 0.4528 | |
| DiffLLParameter=17.29M2025.03 | 21.36 | 0.872 | 0.239 | |
| UformerVenue=CVPR’22, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 21.303 | 0.8233 | 0.4013 | |
| SwinIRVenue=ICCVW’21, Training Setting=Setting 2: Trained on UHD-LL2026.03 | 21.165 | 0.845 | 0.3995 | |
| RestormerVenue=CVPR’22, Training Setting=Setting 1: Trained on LOL2026.03 | 19.728 | 0.7703 | 0.4566 | |
| LLFlowVenue=AAAI’22, Training Setting=Setting 1: Trained on LOL2026.03 | 19.596 | 0.7333 | 0.4606 | |
| UformerParameter=20.62M2025.03 | 19.28 | 0.849 | 0.356 | |
| UformerVenue=CVPR’22, Training Setting=Setting 1: Trained on LOL2026.03 | 18.168 | 0.7201 | 0.5593 | |
| SwinIRVenue=ICCVW’21, Training Setting=Setting 1: Trained on LOL2026.03 | 17.9 | 0.7379 | 0.5217 | |
| UHDFourVenue=ICLR’23, Training Setting=Setting 1: Trained on LOL2026.03 | 14.771 | 0.376 | 0.7608 |