Low-light Image Enhancement on LOL real v2 (PSNR, SSIM, LPIPS, FID)
31.223PSNRSCEM equipped Diffusion
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCEM equipped Diffusion2026.02 | 31.223 | 92.6 | 0.044 | 36.875 | |
| DFC-IR2026.05 | 29.27 | 0.929 | 0.062 | 38.95 | |
| DiffLLReference=ACM TOG’232026.02 | 28.857 | 87.6 | 0.207 | 45.359 | |
| DA-RCOT2026.05 | 28.32 | 0.905 | 0.087 | 65.68 | |
| MoCE-IR2026.05 | 28.18 | 0.902 | 0.106 | 84.57 | |
| AdaIR2026.05 | 28.09 | 0.899 | 0.095 | 70.11 | |
| DFPIR2026.05 | 27.74 | 0.871 | 0.104 | 76.29 | |
| PromptIR2026.05 | 27.61 | 0.868 | 0.109 | 81.43 | |
| VLU-Net2026.05 | 27.25 | 0.881 | 0.11 | 88.49 | |
| Restormer2026.05 | 27.11 | 0.877 | 0.112 | 85.67 | |
| RestormerReference=CVPR’ 222026.02 | 24.91 | 85.1 | 0.264 | 58.649 | |
| LightendiffusionReference=ECCV’ 242026.02 | 22.697 | 85.3 | 0.306 | 75.582 | |
| UHDFour2xReference=ICLR’ 232026.02 | 21.785 | 85.4 | 0.292 | 60.837 | |
| SNRNetReference=CVPR’ 222026.02 | 21.48 | 84.9 | 0.237 | 54.532 | |
| URetinex-NetReference=CVPR’ 222026.02 | 21.093 | 85.8 | 0.208 | 49.836 | |
| QuadPriorReference=CVPR’ 242026.02 | 20.592 | 81.1 | 0.202 | — | |
| MIRNetReference=ECCV’ 202026.02 | 20.02 | 82 | 0.233 | 49.108 | |
| WeatherDiffReference=TPAMI’ 232026.02 | 20.009 | 82.9 | 0.253 | 59.67 | |
| CDEFReference=TMM’ 222026.02 | 19.757 | 63 | 0.349 | 74.055 | |
| EnlightenGANReference=TIP’ 212026.02 | 18.676 | 67.8 | 0.364 | 84.044 | |
| DRBNReference=CVPR’ 202026.02 | 18.466 | 76.8 | 0.352 | 89.085 | |
| UformerReference=CVPR’ 222026.02 | 18.442 | 75.9 | 0.347 | 98.138 | |
| Zero-DCEReference=CVPR’ 202026.02 | 18.059 | 58 | 0.352 | 80.449 | |
| RetinexNetReference=BMVC’ 182026.02 | 17.715 | 65.2 | 0.436 | 133.905 | |
| LIMEReference=TIP’ 162026.02 | 17.483 | 50.5 | 0.428 | 118.171 | |
| NPEReference=TIP’ 132026.02 | 17.333 | 46.4 | 0.396 | 100.025 | |
| SCIReference=CVPR’ 222026.02 | 17.304 | 54 | 0.345 | 67.624 | |
| DSLRReference=TMM’ 202026.02 | 17 | 59.6 | 0.408 | 114.306 | |
| RUASReference=CVPR’ 212026.02 | 15.351 | 49.5 | 0.395 | 94.162 | |
| DDIMReference=ICLR’ 212026.02 | 15.28 | 78.8 | 0.387 | 76.387 | |
| PaletteReference=SIGGRAPH’222026.02 | 14.703 | 69.2 | 0.333 | 83.942 | |
| SRIEReference=CVPR’ 162026.02 | 14.451 | 52.4 | 0.332 | 78.834 | |
| ReLLIEReference=ACM MM’ 212026.02 | 14.4 | 53.6 | 0.334 | 79.838 | |
| GDPReference=CVPR’ 232026.02 | 14.29 | 49.3 | 0.435 | 102.416 |