Low-light Image Enhancement on FoundIR Low-light 1.0 (test)
0.2176LPIPSMiM-DiT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MiM-DiTRetrained on FoundIR=true2026.03 | 0.2176 | 56.0566 | 5.1561 | 3.1281 | 56.7996 | 0.6104 | |
| FoundIRRetrained on FoundIR=true2026.03 | 0.2739 | 54.6338 | 6.4992 | 1.9616 | 49.0025 | 0.5125 | |
| DiffUIRRetrained on FoundIR=true2026.03 | 0.3071 | 51.3239 | 5.6757 | 1.9825 | 47.6626 | 0.55 | |
| DiffIRRetrained on FoundIR=true2026.03 | 0.3392 | 63.7529 | 4.6574 | 1.3458 | 42.8427 | 0.4549 | |
| AutoDIR*Official pre-trained weights=true2026.03 | 0.3563 | 42.0912 | 7.6149 | 1.0724 | 31.546 | 0.4753 | |
| DGUNetRetrained on FoundIR=true2026.03 | 0.4795 | 91.7658 | 7.8858 | 1.0274 | 28.7058 | 0.3893 | |
| PromptIRRetrained on FoundIR=true2026.03 | 0.4873 | 90.6817 | 7.8012 | 1.0393 | 27.625 | 0.3837 | |
| DA-CLIPRetrained on FoundIR=true2026.03 | 0.5067 | 119.9456 | 7.9703 | 1.0239 | 25.7504 | 0.4169 | |
| TransWeatherRetrained on FoundIR=true2026.03 | 0.5747 | 119.2019 | 7.8279 | 1.0211 | 22.3165 | 0.3412 | |
| DiT4SRRetrained on FoundIR=true2026.03 | 0.6151 | 160.1224 | 7.1909 | 2.4486 | 29.6363 | 0.5578 | |
| AirNetRetrained on FoundIR=true2026.03 | 0.8002 | 185.2157 | 10.6218 | 1.0504 | 20.6885 | 0.3991 |