Low-light Image Enhancement on LOL Real_captured v2 (PSNR, SSIM, LPIPS, FID)
29.855PSNRCFWD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CFWD2024.01 | 29.855 | 0.891 | 0.193 | 34.814 | |
| WCDMReference=TOG'232024.01 | 28.875 | 0.874 | 0.203 | 45.395 | |
| DiffLLInference time (ms)=157.92024.08 | 28.857 | 0.876 | 0.207 | — | |
| GSADReference=NeurIPS'232024.01 | 28.805 | 0.894 | 0.201 | 41.456 | |
| ExpoMambaInference time (ms)=36.00, With ground-truth mean=true2024.08 | 28.04 | 0.885 | 0.232 | — | |
| NeRCoReference=ICCV'232024.01 | 25.172 | 0.785 | 0.338 | 84.534 | |
| RestormerReference=CVPR 222024.01 | 24.91 | 0.851 | 0.264 | 58.649 | |
| RestormerInference time (ms)=513.12024.08 | 24.91 | 0.851 | 0.264 | — | |
| CIDNet2024.08 | 23.22 | 0.863 | 0.103 | — | |
| ExpoMambaInference time (ms)=38.00, Dynamic adjustment=true2024.08 | 23.131 | 0.868 | 0.224 | — | |
| LLformerInference time (ms)=19562024.08 | 23.128 | 0.855 | 0.153 | — | |
| ExpoMambaInference time (ms)=36.002024.08 | 23 | 0.86 | 0.203 | — | |
| UHDFourReference=ICLR'232024.01 | 21.785 | 0.854 | 0.292 | 60.837 | |
| UHDFourInference time (ms)=64.922024.08 | 21.785 | 0.854 | 0.292 | — | |
| SNRNetReference=CVPR 222024.01 | 21.48 | 0.849 | 0.237 | 54.532 | |
| SNRNetInference time (ms)=72.162024.08 | 21.48 | 0.849 | 0.237 | — | |
| URetinex-NetReference=CVPR 222024.01 | 21.093 | 0.858 | 0.208 | 49.836 | |
| URetinex-NetInference time (ms)=18042024.08 | 21.093 | 0.858 | 0.208 | — | |
| MIRNetReference=ECCV'202024.01 | 20.02 | 0.82 | 0.233 | 49.108 | |
| MIRNetInference time (ms)=17952024.08 | 20.02 | 0.82 | 0.233 | — | |
| WeatherDiffReference=TPAMI'232024.01 | 20.009 | 0.829 | 0.253 | 59.67 | |
| WeatherDiffInference time (ms)=52712024.08 | 20.009 | 0.829 | 0.253 | — | |
| CDEFReference=TMM'222024.01 | 19.757 | 0.63 | 0.349 | 74.055 | |
| CDEF2024.08 | 19.757 | 0.63 | 0.349 | — | |
| EnlightenGANReference=TIP'212024.01 | 18.676 | 0.678 | 0.364 | 84.044 | |
| EnlightenGAN2024.08 | 18.676 | 0.678 | 0.364 | — | |
| DRBNReference=CVPR 202024.01 | 18.466 | 0.768 | 0.352 | 89.085 | |
| UformerReference=CVPR 222024.01 | 18.442 | 0.759 | 0.347 | 98.138 | |
| UformerInference time (ms)=901.22024.08 | 18.442 | 0.759 | 0.347 | — | |
| Zero-DCEReference=CVPR'202024.01 | 18.194 | 0.649 | 0.39 | 84.123 | |
| RetinexNetReference=BMVC'182024.01 | 17.715 | 0.652 | 0.436 | 133.905 | |
| RetinexInference time (ms)=44932024.08 | 17.715 | 0.652 | 0.436 | — | |
| Zero-DCE++Reference=TPAMI'212024.01 | 17.461 | 0.49 | 0.427 | 81.727 | |
| SCIReference=CVPR 222024.01 | 17.304 | 0.54 | 0.345 | 67.624 | |
| SCIInference time (ms)=17552024.08 | 17.304 | 0.54 | 0.345 | — | |
| DSLRReference=TMM'202024.01 | 17 | 0.596 | 0.438 | 114.306 | |
| RUASReference=CVPR'212024.01 | 15.351 | 0.495 | 0.395 | 94.162 | |
| RUASInference time (ms)=15.512024.08 | 15.351 | 0.495 | 0.395 | — | |
| DDIMReference=ICLR'212024.01 | 15.28 | 0.788 | 0.387 | 76.387 | |
| DDIMInference time (ms)=12132024.08 | 15.28 | 0.788 | 0.387 | — | |
| CLIP-LITReference=ICCV'232024.01 | 15.262 | 0.601 | 0.398 | 100.459 | |
| PaletteReference=SIGGRAPH'222024.01 | 14.703 | 0.692 | 0.333 | 83.942 | |
| PaletteInference time (ms)=168.52024.08 | 14.703 | 0.692 | 0.333 | — | |
| RELLIEReference=ACM MM'212024.01 | 14.4 | 0.536 | 0.334 | 79.838 | |
| ReLLIEInference time (ms)=3.5002024.08 | 14.4 | 0.536 | 0.334 | — | |
| GDPReference=CVPR 232024.01 | 14.29 | 0.493 | 0.435 | 102.416 | |
| GDP2024.08 | 14.29 | 0.493 | 0.435 | — |