Low-light Image Enhancement on LOL v2
28.451PSNRLLFlow-L-SKF
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLFlow-L-SKFParam(M)=39.912023.04 | 28.451 | 90.5 | 0.112 | 5.725 | — | — | |
| LLFlow-S-SKFParam(M)=5.262023.04 | 28.107 | 88.4 | 0.133 | 5.415 | — | — | |
| LLFlow-LParam(M)=37.682023.04 | 26.2 | 88.8 | 0.137 | 6.044 | — | — | |
| LLFlow-SParam(M)=4.972023.04 | 25.922 | 86 | 0.173 | 6.15 | — | — | |
| DFPIRCategory=AIO-IR2025.11 | 25.92 | 90 | 0.16 | — | 50.62 | 0.13 | |
| VIRAL2026.02 | 25.248 | 87.8 | — | — | — | — | |
| FAPE-IRCategory=AIO-IR2025.11 | 25.07 | 90 | 0.11 | — | 32.94 | 0.09 | |
| CHVI2026.02 | 24.797 | 91.9 | — | — | — | — | |
| TPGDiff2026.01 | 24.77 | 88 | 0.106 | — | 46.02 | — | |
| AdaIRCategory=AIO-IR2025.11 | 24.48 | 86 | 0.18 | — | 48.78 | 0.13 | |
| MoCE-IRCategory=AIO-IR2025.11 | 23.25 | 89 | 0.16 | — | 44.31 | 0.12 | |
| Retinexformer2026.01 | 22.8 | 84 | 0.169 | — | 62.45 | — | |
| HWMNet-SKFParam(M)=69.982023.04 | 22.49 | 83.6 | 0.175 | 4.683 | — | — | |
| DRBN-SKFParam(M)=2.432023.04 | 22.441 | 87.1 | 0.132 | 4.46 | — | — | |
| MPerceiver2026.01 | 22.16 | 84.8 | 0.13 | — | 45.9 | — | |
| SNR-LLIE-Net-SKFParam(M)=39.442023.04 | 21.927 | 84.2 | 0.16 | 3.963 | — | — | |
| DA-CLIP2026.01 | 21.76 | 76.2 | 0.134 | — | 48.23 | — | |
| SNR-LLIE-NetParam(M)=39.132023.04 | 21.479 | 84.8 | 0.157 | 4.623 | — | — | |
| PromptIR2026.01 | 21.23 | 86 | 0.145 | — | 53.92 | — | |
| HWMNetParam(M)=66.562023.04 | 20.928 | 79.8 | 0.359 | 5.97 | — | — | |
| Restormer2026.01 | 20.77 | 85.1 | 0.115 | — | 57.04 | — | |
| MIRNetParam(M)=5.902023.04 | 20.357 | 78.2 | 0.317 | 5.094 | — | — | |
| DRBNParam(M)=2.212023.04 | 20.13 | 83 | 0.147 | 4.961 | — | — | |
| RetinexNet-SKFParam(M)=0.662023.04 | 19.849 | 71.9 | 0.255 | 4.233 | — | — | |
| URetinex-Net2026.01 | 19.84 | 82.4 | 0.237 | — | 52.38 | — | |
| KinD-SKFParam(M)=8.502023.04 | 19.821 | 83.3 | 0.201 | 4.778 | — | — | |
| KinD++-SKFParam(M)=10.212023.04 | 19.779 | 83.7 | 0.178 | 4.179 | — | — | |
| AirNet2026.01 | 19.69 | 82.1 | 0.151 | — | 55.43 | — | |
| KinD++Param(M)=9.632023.04 | 19.087 | 81.7 | 0.18 | 5.086 | — | — | |
| EnlightGANParam(M)=8.642023.04 | 18.64 | 67.7 | 0.309 | 5.089 | — | — | |
| RetinexNetParam(M)=0.622023.04 | 18.371 | 72.3 | 0.365 | 5.849 | — | — | |
| Zero-DCEParam(M)=0.332023.04 | 18.059 | 58 | 0.313 | 8.058 | — | — | |
| NAFNet2026.01 | 18.04 | 82.7 | 0.147 | — | 54.25 | — | |
| KinDParam(M)=8.032023.04 | 17.544 | 66.9 | 0.375 | 6.849 | — | — | |
| ISSRParam(M)=12.122023.04 | 16.994 | 79.8 | 0.206 | 5.179 | — | — | |
| LIME2023.04 | 15.24 | 47 | — | — | — | — | |
| FoundIRCategory=AIO-IR2025.11 | 14.44 | 66 | 0.33 | — | 77.47 | 0.23 |