Low-Light Image Enhancement on LOL v1 (PSNR, SSIM, LPIPS)
28.09PSNROurs-8
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours-8NFE=82024.10 | 28.09 | 0.861 | 0.052 | |
| Ours-4NFE=42024.10 | 27.981 | 0.872 | 0.053 | |
| GSADParam (M)=17.362023.10 | 27.839 | 0.877 | 0.091 | |
| GSADNFE=102024.10 | 27.839 | 0.877 | 0.091 | |
| Ours-2NFE=22024.10 | 27.397 | 0.848 | 0.062 | |
| GLARE2024.07 | 27.35 | 0.883 | 0.083 | |
| RetinexformerNFE=12024.10 | 27.18 | 0.85 | — | |
| PyDiffNFE=42024.10 | 27.09 | 0.93 | 0.1 | |
| WCDMNFE=102024.10 | 26.947 | 0.847 | 0.088 | |
| LL-SKF2024.07 | 26.8 | 0.879 | 0.105 | |
| SNR-AwareParam (M)=39.132023.10 | 26.716 | 0.851 | 0.152 | |
| SNR-NetNFE=12024.10 | 26.716 | 0.851 | 0.152 | |
| DiffLLInference time (ms)=157.92024.08 | 26.336 | 0.845 | 0.217 | |
| ExpoMambaInference time (ms)=36.00, With ground-truth mean=true2024.08 | 25.77 | 0.86 | 0.212 | |
| LLFormerParam (M)=24.552023.10 | 25.758 | 0.823 | 0.167 | |
| LLFormerNFE=12024.10 | 25.758 | 0.823 | 0.167 | |
| MRQ2024.07 | 25.24 | 0.855 | 0.121 | |
| LLFlow2024.07 | 25.19 | 0.87 | 0.113 | |
| Retformer2024.07 | 25.16 | 0.845 | 0.131 | |
| LLFlowParam (M)=37.682023.10 | 25.132 | 0.872 | 0.117 | |
| LLFlowNFE=12024.10 | 25.132 | 0.872 | 0.117 | |
| SNR2024.07 | 24.61 | 0.842 | 0.151 | |
| MIRNetParam (M)=5.902023.10 | 24.14 | 0.842 | 0.131 | |
| MIRNet2024.07 | 24.14 | 0.83 | 0.131 | |
| MIRNetNFE=12024.10 | 24.14 | 0.842 | 0.131 | |
| MIRNetInference time (ms)=17952024.08 | 24.138 | 0.83 | 0.25 | |
| SNRNetInference time (ms)=72.162024.08 | 23.432 | 0.843 | 0.234 | |
| UHDFourInference time (ms)=64.922024.08 | 23.093 | 0.821 | 0.259 | |
| ExpoMambaInference time (ms)=38.00, Dynamic adjustment=true2024.08 | 23.092 | 0.847 | 0.214 | |
| CIDNet2024.08 | 23.09 | 0.851 | 0.085 | |
| LLformerInference time (ms)=19562024.08 | 22.89 | 0.816 | 0.202 | |
| ExpoMambaInference time (ms)=36.002024.08 | 22.87 | 0.845 | 0.215 | |
| Restormer2024.07 | 22.43 | 0.823 | — | |
| URetinex-Net2024.07 | 21.33 | 0.835 | 0.122 | |
| KinD++Param (M)=9.632023.10 | 21.3 | 0.823 | 0.175 | |
| KinD++NFE=12024.10 | 21.3 | 0.823 | 0.175 | |
| KinDParam (M)=8.032023.10 | 20.87 | 0.799 | 0.207 | |
| KinD2024.07 | 20.87 | 0.802 | 0.207 | |
| KinDNFE=12024.10 | 20.87 | 0.799 | 0.207 | |
| RestormerInference time (ms)=513.12024.08 | 20.614 | 0.797 | 0.288 | |
| DRBNParam (M)=2.212023.10 | 19.86 | 0.834 | 0.155 | |
| DRBN2024.07 | 19.86 | 0.834 | 0.155 | |
| DRBNNFE=12024.10 | 19.86 | 0.834 | 0.155 | |
| URetinex-NetInference time (ms)=18042024.08 | 19.842 | 0.824 | 0.237 | |
| UformerInference time (ms)=901.22024.08 | 19.001 | 0.741 | 0.354 | |
| RUAS2024.07 | 18.23 | 0.72 | — | |
| WeatherDiffInference time (ms)=52712024.08 | 17.913 | 0.811 | 0.272 | |
| EnlightenGAN2024.08 | 17.606 | 0.653 | 0.372 | |
| EnlightenGANParam (M)=8.642023.10 | 17.483 | 0.652 | 0.322 | |
| EnlightenGANNFE=12024.10 | 17.483 | 0.652 | 0.322 | |
| Sparse2024.07 | 17.2 | 0.64 | — | |
| RetinexInference time (ms)=44932024.08 | 16.774 | 0.462 | 0.417 | |
| RetinexNetParam (M)=0.622023.10 | 16.77 | 0.462 | 0.474 | |
| RetinexNetNFE=12024.10 | 16.77 | 0.462 | 0.474 | |
| LIME2023.10 | 16.76 | 0.56 | 0.35 | |
| LIMENFE=12024.10 | 16.76 | 0.56 | 0.35 | |
| DDIMInference time (ms)=12132024.08 | 16.521 | 0.776 | 0.376 | |
| RUASInference time (ms)=15.512024.08 | 16.405 | 0.503 | 0.364 | |
| UFormer2024.07 | 16.36 | 0.771 | — | |
| CDEF2024.08 | 16.335 | 0.585 | 0.407 | |
| IPT2024.07 | 16.27 | 0.504 | — | |
| GDP2024.08 | 15.896 | 0.542 | 0.421 | |
| Zero-DCEParam (M)=0.332023.10 | 14.861 | 0.562 | 0.335 | |
| Zero-DCENFE=12024.10 | 14.861 | 0.562 | 0.335 | |
| SCIInference time (ms)=17552024.08 | 14.784 | 0.525 | 0.366 | |
| SCI2024.07 | 14.78 | 0.646 | — | |
| SID2024.07 | 14.35 | 0.436 | — | |
| PaletteInference time (ms)=168.52024.08 | 11.771 | 0.561 | 0.498 | |
| ReLLIEInference time (ms)=3.5002024.08 | 11.437 | 0.482 | 0.375 |