Metric: Average PSNR (higher is better)
| # | Model↕ | Average PSNR▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CFWD | 29.855 | No | Low-light Image Enhancement via CLIP-Fourier Gui... | 2024-01-08 | Code |
| 2 | GLARE | 28.98 | No | GLARE: Low Light Image Enhancement via Generativ... | 2024-07-17 | Code |
| 3 | KAN-T | 28.87 | No | - | - | Code |
| 4 | DiffLL | 28.86 | No | Low-Light Image Enhancement with Wavelet-based D... | 2023-06-01 | Code |
| 5 | GlobalDiff | 28.82 | No | Global Structure-Aware Diffusion Process for Low... | 2023-10-26 | Code |
| 6 | LLFlow-L-SKF | 28.45 | No | Learning Semantic-Aware Knowledge Guidance for L... | 2023-04-14 | Code |
| 7 | CIDNet | 28.134 | No | You Only Need One Color Space: An Efficient Netw... | 2024-02-08 | Code |
| 8 | ExpoMamba | 28.04 | No | ExpoMamba: Exploiting Frequency SSM Blocks for E... | 2024-08-19 | Code |
| 9 | LYT-Net | 27.8 | No | LYT-NET: Lightweight YUV Transformer-based Netwo... | 2024-01-26 | Code |
| 10 | Retinexformer | 27.71 | No | Retinexformer: One-stage Retinex-based Transform... | 2023-03-12 | Code |
| 11 | LLFlow | 26.02 | No | Low-Light Image Enhancement with Normalizing Flow | 2021-09-13 | Code |
| 12 | FLIGHTNet | 21.71 | No | FLIGHT Mode On: A Feather-Light Network for Low-... | 2023-05-18 | Code |