Low-light Image Enhancement on DICM (PI, NIQE)
5.32PILLFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLFormer2026.07 | 5.32 | 7.24 | |
| Retinexformer2026.07 | 5.2 | 7.25 | |
| PyDiffusion2025.12 | 3.792 | 4.499 | |
| GDP2025.12 | 3.552 | 4.358 | |
| GDP2025.11 | 3.552 | 4.358 | |
| Diff-Retinexsteps=10002025.12 | 3.394 | 4.361 | |
| CLE Diffusion2025.12 | 3.361 | 4.505 | |
| Restormer2026.07 | 3.26 | 4.23 | |
| Diff-Retinex++steps=10002025.12 | 3.203 | 3.514 | |
| LightenDiffusion2025.12 | 3.144 | 3.724 | |
| PPformer2026.07 | 3.06 | 4.12 | |
| CIDNet2025.11 | 3.045 | 3.796 | |
| Uformer2026.07 | 2.97 | 3.81 | |
| UnfoldIR2025.11 | 2.952 | 3.381 | |
| DiffLL2025.12 | 2.936 | 3.636 | |
| Consist-Retinexsteps=12025.12 | 2.932 | 3.826 | |
| SCLM2026.07 | 2.75 | 3.77 | |
| MambaLIE2026.07 | 2.59 | 3.43 | |
| Reti-Diff2025.11 | 2.351 | 3.255 | |
| UnfoldLDM2025.11 | 2.272 | 3.122 |