Image Dehazing on FoundIR Haze 1.0 (test)
0.1832LPIPSMiM-DiT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MiM-DiTRetrained on FoundIR=true2026.03 | 0.1832 | 30.5465 | 2.9048 | 3.6647 | 62.9768 | 0.6276 | |
| FoundIRRetrained on FoundIR=true2026.03 | 0.1918 | 29.9501 | 3.6488 | 3.1309 | 59.8311 | 0.5709 | |
| DiffUIRRetrained on FoundIR=true2026.03 | 0.2071 | 23.9144 | 3.385 | 2.8992 | 57.7686 | 0.5741 | |
| DiffIRRetrained on FoundIR=true2026.03 | 0.231 | 46.708 | 3.1873 | 2.3967 | 57.2363 | 0.5263 | |
| DiT4SRRetrained on FoundIR=true2026.03 | 0.3448 | 65.2104 | 3.2142 | 3.3618 | 57.76 | 0.5297 | |
| AutoDIR*Official pre-trained weights=true2026.03 | 0.4026 | 44.0517 | 4.7216 | 1.4481 | 43.5787 | 0.4878 | |
| DGUNetRetrained on FoundIR=true2026.03 | 0.46 | 59.0215 | 5.6843 | 1.3701 | 39.1956 | 0.5105 | |
| PromptIRRetrained on FoundIR=true2026.03 | 0.4627 | 45.2893 | 5.6525 | 1.4435 | 40.2472 | 0.5045 | |
| TransWeatherRetrained on FoundIR=true2026.03 | 0.578 | 45.7699 | 6.94 | 1.0118 | 27.6606 | 0.3695 | |
| DA-CLIPRetrained on FoundIR=true2026.03 | 0.6079 | 49.9409 | 7.0078 | 1.0335 | 31.0622 | 0.4959 | |
| AirNetRetrained on FoundIR=true2026.03 | 0.6294 | 77.6472 | 6.9454 | 1.0386 | 32.0978 | 0.497 |