Low-light image enhancement on LOL v1 (SSIM, PSNR, LPIPS)
87.6SSIMIAML
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IAML2026.03 | 87.6 | 23.84 | 8.48 | |
| SurroundNet2026.03 | 85.3 | 23.84 | 11.3 | |
| MIRNet2026.03 | 83 | 24.14 | 13.1 | |
| Restormer2026.03 | 82.3 | 22.43 | 14.1 | |
| Retinexformer2026.03 | 81.6 | 23.69 | 14 | |
| SCFR-WLMB2026.03 | 81.1 | 23.27 | — | |
| LightenDiffusion2026.03 | 81.1 | 19.977 | 17.8 | |
| LANet2026.03 | 81 | 21.71 | 10.1 | |
| KinD2026.03 | 79 | 20.86 | 20.7 | |
| UFormer2026.03 | 77.1 | 16.36 | 32.1 | |
| EnlightenGAN2026.03 | 65 | 17.48 | 32.2 | |
| ZeroDCE++2026.03 | 59.5 | 16.72 | 33.5 | |
| SRIE2026.03 | 56.9 | 15.12 | 34 | |
| BIMEF2026.03 | 56.6 | 14.8 | 32.6 | |
| LIME2026.03 | 56.4 | 16.74 | 35 | |
| BVIF2026.03 | 56.1 | 16.61 | 28.6 | |
| RetinexNet2026.03 | 56 | 16.77 | 47.4 | |
| GLAREModel Size Category=Heavy (> 10M), Param. (M)=59.48, GFLOPs=508.422026.04 | 0.863 | 23.55 | 0.086 | |
| CIDNetModel Size Category=Mid-size (1–10M), Param. (M)=1.88, GFLOPs=7.572026.04 | 0.857 | 23.81 | 0.086 | |
| LLFlowModel Size Category=Heavy (> 10M), Param. (M)=17.42, GFLOPs=358.42026.04 | 0.854 | 21.15 | 0.116 | |
| GSADModel Size Category=Heavy (> 10M), Param. (M)=17.36, GFLOPs=442.022026.04 | 0.852 | 22.77 | 0.102 | |
| RetinexFormerModel Size Category=Mid-size (1–10M), Param. (M)=1.53, GFLOPs=15.852026.04 | 0.846 | 25.15 | 0.131 | |
| MultinexModel Size Category=Lightweight (< 1M), Param. (M)=0.0446, GFLOPs=2.502026.04 | 0.843 | 23.19 | 0.129 | |
| BreadModel Size Category=Mid-size (1–10M), Param. (M)=2.02, GFLOPs=19.852026.04 | 0.838 | 22.96 | 0.155 | |
| LYT-NetModel Size Category=Lightweight (< 1M), Param. (M)=0.0449, GFLOPs=3.492026.04 | 0.826 | 22.38 | 0.182 | |
| QuadPriorModel Size Category=Heavy (> 10M), Param. (M)=1252.75, GFLOPs=1103.22026.04 | 0.8 | 22.85 | 0.201 | |
| KinDModel Size Category=Mid-size (1–10M), Param. (M)=8.02, GFLOPs=34.992026.04 | 0.775 | 17.65 | 0.207 | |
| RSFNetModel Size Category=Micro (< 10k), Param. (M)=0.002112026.04 | 0.745 | 19.39 | 0.278 | |
| PairLIEModel Size Category=Lightweight (< 1M), Param. (M)=0.3300, GFLOPs=20.812026.04 | 0.743 | 18.47 | 0.29 | |
| Multinex-NanoModel Size Category=Micro (< 10k), Param. (M)=0.00069, GFLOPs=0.042026.04 | 0.742 | 19.42 | 0.276 | |
| ZeroDCEModel Size Category=Lightweight (< 1M), Param. (M)=0.0790, GFLOPs=4.832026.04 | 0.559 | 14.86 | 0.335 | |
| SCIModel Size Category=Micro (< 10k), Param. (M)=0.00026, GFLOPs=0.062026.04 | 0.525 | 14.78 | 0.327 | |
| RUASModel Size Category=Micro (< 10k), Param. (M)=0.00343, GFLOPs=0.832026.04 | 0.503 | 16.4 | 0.303 | |
| RetinexNetModel Size Category=Lightweight (< 1M), Param. (M)=0.8400, GFLOPs=584.472026.04 | 0.419 | 16.77 | 0.47 |