Low-Light Image Enhancement on MIT-Adobe FiveK
26.08PSNRURWKV
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| URWKV2025.05 | 26.08 | 0.936 | — | |
| MambaLIE2026.07 | 25.83 | 0.928 | 0.042 | |
| LLFormerPara (M)=24.6, RT (ms)=4631.71, Mem (M)=33106.9, Resolution=1568×1568, GPU=single RTX 40902025.09 | 25.75 | 0.923 | 0.045 | |
| LLFormer2026.07 | 25.75 | 0.923 | 0.045 | |
| LLFormer2025.05 | 25.6 | 0.917 | — | |
| SAGAPara (M)=22.4, RT (ms)=884.64, Mem (M)=6237.7, Resolution=1568×1568, GPU=single RTX 40902025.09 | 25.6 | 0.922 | 0.047 | |
| BiFormer2025.05 | 25.51 | 0.929 | — | |
| Restormer2025.05 | 25.48 | 0.929 | — | |
| SWANet2026.07 | 25.21 | 0.896 | 0.055 | |
| PDHAT2025.05 | 25 | 0.929 | — | |
| PPformer2026.07 | 24.94 | 0.922 | — | |
| RestormerResolution=1568×1568, GPU=single RTX 40902025.09 | 24.92 | 0.911 | 0.058 | |
| Restormer2026.07 | 24.92 | 0.911 | 0.058 | |
| Retinexformer2025.05 | 24.58 | 0.886 | — | |
| DPRED2026.07 | 24.44 | 0.783 | 0.231 | |
| SNR-Net2025.05 | 24.39 | 0.895 | — | |
| LEDNet2025.05 | 24.34 | 0.915 | — | |
| MIRNet2025.05 | 23.73 | 0.895 | — | |
| EFINet2026.07 | 22.55 | 0.831 | 0.089 | |
| Uformer2026.07 | 21.92 | 0.871 | 0.085 | |
| RUAS2025.05 | 20.91 | 0.863 | — | |
| DSLRResolution=1568×1568, GPU=single RTX 40902025.09 | 20.24 | 0.829 | 0.153 | |
| SCLM2026.07 | 20.22 | 0.756 | 0.265 | |
| RetinexDIP2026.07 | 18.67 | 0.813 | 0.116 | |
| SRIE2026.07 | 18.63 | 0.838 | 0.104 | |
| ELGANResolution=1568×1568, GPU=single RTX 40902025.09 | 17.91 | 0.836 | 0.143 | |
| ELGAN2026.07 | 17.9 | 0.836 | 0.143 | |
| MF2026.07 | 17.63 | 0.814 | 0.12 | |
| RetinexNet2025.05 | 16.32 | 0.782 | — | |
| KinD2026.07 | 16.2 | 0.784 | 0.149 | |
| RUASResolution=1568×1568, GPU=single RTX 40902025.09 | 15.99 | 0.786 | 0.139 | |
| Z_DCEResolution=1568×1568, GPU=single RTX 40902025.09 | 15.93 | 0.767 | 0.165 | |
| ZeroDCE2026.07 | 15.93 | 0.767 | 0.165 | |
| RUAS2026.07 | 15.6 | 0.786 | 0.14 | |
| Z_DCE++Resolution=1568×1568, GPU=single RTX 40902025.09 | 14.61 | 0.405 | 0.231 | |
| ZeroDCE++2026.07 | 14.61 | 0.406 | 0.231 | |
| EnlightenGAN2025.05 | 13.26 | 0.745 | — | |
| RetinexNet2026.07 | 12.51 | 0.67 | 0.253 |