Low-light Image Enhancement on LOL syn v2 (PSNR, SSIM, LPIPS)
25.71PSNRCIDNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CIDNetModel Size Category=Mid-size (1–10M), Param. (M)=1.88, GFLOPs=7.572026.04 | 25.71 | 94.2 | 0.045 | |
| RetinexFormerModel Size Category=Mid-size (1–10M), Param. (M)=1.53, GFLOPs=15.852026.04 | 25.67 | 93 | 0.059 | |
| MultinexModel Size Category=Lightweight (< 1M), Param. (M)=0.0446, GFLOPs=2.502026.04 | 25.04 | 93 | 0.068 | |
| LLFlowModel Size Category=Heavy (> 10M), Param. (M)=17.42, GFLOPs=358.42026.04 | 24.81 | 91.9 | 0.067 | |
| GSADModel Size Category=Heavy (> 10M), Param. (M)=17.36, GFLOPs=442.022026.04 | 24.47 | 92.9 | 0.051 | |
| LYT-NetModel Size Category=Lightweight (< 1M), Param. (M)=0.0449, GFLOPs=3.492026.04 | 23.78 | 92.1 | 0.097 | |
| Multinex-NanoModel Size Category=Micro (< 10k), Param. (M)=0.00069, GFLOPs=0.042026.04 | 21.05 | 88.2 | 0.143 | |
| PairLIEModel Size Category=Lightweight (< 1M), Param. (M)=0.3300, GFLOPs=20.812026.04 | 19.07 | 79.4 | 0.23 | |
| KinDModel Size Category=Mid-size (1–10M), Param. (M)=8.02, GFLOPs=34.992026.04 | 18.32 | 79.6 | 0.252 | |
| GLAREModel Size Category=Heavy (> 10M), Param. (M)=59.48, GFLOPs=508.422026.04 | 18.21 | 84.2 | 0.178 | |
| ZeroDCEModel Size Category=Lightweight (< 1M), Param. (M)=0.0790, GFLOPs=4.832026.04 | 17.71 | 81.5 | 0.169 | |
| BreadModel Size Category=Mid-size (1–10M), Param. (M)=2.02, GFLOPs=19.852026.04 | 17.63 | 91.9 | 0.091 | |
| RSFNetModel Size Category=Micro (< 10k), Param. (M)=0.002112026.04 | 17.18 | 81.7 | 0.159 | |
| RetinexNetModel Size Category=Lightweight (< 1M), Param. (M)=0.8400, GFLOPs=584.472026.04 | 17.14 | 76.2 | 0.255 | |
| QuadPriorModel Size Category=Heavy (> 10M), Param. (M)=1252.75, GFLOPs=1103.22026.04 | 16.11 | 75.8 | 0.144 | |
| SCIModel Size Category=Micro (< 10k), Param. (M)=0.00026, GFLOPs=0.062026.04 | 15.43 | 74.4 | 0.203 | |
| RUASModel Size Category=Micro (< 10k), Param. (M)=0.00343, GFLOPs=0.832026.04 | 13.4 | 64 | 0.365 |