Low-Light Image Enhancement on LOL (SSIM, PSNR, LPIPS, LOE, DE, EME)
91.85SSIMHVI-CIDNet
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HVI-CIDNet2026.03 | 91.85 | 25.3487 | 0.1106 | 34.0741 | 2.3893 | 6.1795 | |
| DST-Net2026.03 | 90.73 | 25.64 | 0.13 | 39.5175 | 2.3851 | 5.4464 | |
| UTVNet2026.03 | 87.73 | 23.3542 | 0.1195 | 17.5475 | 2.0826 | 8.4664 | |
| URetinex_Net2026.03 | 86.64 | 19.0972 | 0.0814 | 22.9149 | 2.4423 | 6.0096 | |
| FmrNet2026.03 | 85.84 | 18.0725 | 0.1438 | 39.041 | 2.5819 | 5.174 | |
| ChebyLighter2026.03 | 85.83 | 19.8584 | 0.0871 | 16.5365 | 2.4267 | 6.1861 | |
| PairLIE2026.03 | 85.71 | 24.6975 | 0.1159 | 38.6787 | 2.3218 | 6.6339 | |
| EnlightenGAN2026.03 | 81.41 | 21.0852 | 0.1788 | 29.7257 | 1.6721 | 3.7087 | |
| EFINet2026.03 | 77.75 | 18.6969 | 0.1657 | 22.1341 | 1.8055 | 8.9206 | |
| FRRNET2026.03 | 72.59 | 17.98 | 0.2192 | 6.6306 | 2.3512 | 7.473 | |
| NoiSER2026.03 | 69.78 | 13.7586 | 0.3635 | 61.8879 | 2.6637 | 4.2352 | |
| ZeroDceP2026.03 | 67.5 | 22.0951 | 0.2226 | 12.6747 | 2.3185 | 30.6413 | |
| ZeroDCE2026.03 | 66.92 | 20.8229 | 0.2054 | 16.8188 | 2.1803 | 30.5752 | |
| SCI2026.03 | 63.86 | 18.4658 | 0.1994 | 1.2873 | 2.141 | 32.0614 | |
| LoLiIEA2026.03 | 63.06 | 23.9123 | 0.2365 | 32.5626 | 2.2875 | 10.3545 | |
| LIME2026.03 | 56.51 | 19.8706 | 0.3164 | 88.9189 | 2.218 | 32.9591 | |
| ZeroIG2026.03 | 54.66 | 19.8245 | 0.2825 | 10.004 | 2.8366 | 31.9599 | |
| RUAS2026.03 | 48.53 | 14.2947 | 0.2396 | 0.1121 | 1.4897 | 34.3492 |