Image Deblurring on FoundIR Blur 1.0 (test)
0.1722LPIPSFoundIR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FoundIRRetrained on FoundIR=true2026.03 | 0.1722 | 10.5639 | 5.5645 | 2.0964 | 53.4637 | 0.5083 | |
| DiffUIRRetrained on FoundIR=true2026.03 | 0.2043 | 9.0676 | 5.5757 | 1.827 | 50.827 | 0.4806 | |
| MiM-DiTRetrained on FoundIR=true2026.03 | 0.2372 | 16.9659 | 2.9546 | 3.944 | 68.5028 | 0.6405 | |
| DiT4SRRetrained on FoundIR=true2026.03 | 0.3019 | 29.0668 | 2.9719 | 3.0184 | 66.867 | 0.6242 | |
| DA-CLIPRetrained on FoundIR=true2026.03 | 0.3067 | 16.9121 | 6.4046 | 1.0274 | 31.3108 | 0.4772 | |
| AutoDIR*Official pre-trained weights=true2026.03 | 0.3291 | 17.885 | 6.6792 | 1.014 | 30.8041 | 0.3789 | |
| DiffIRRetrained on FoundIR=true2026.03 | 0.3692 | 33.8067 | 7.2844 | 1.0127 | 23.5724 | 0.2981 | |
| DGUNetRetrained on FoundIR=true2026.03 | 0.3855 | 35.3296 | 7.7016 | 1.0089 | 22.8828 | 0.3199 | |
| PromptIRRetrained on FoundIR=true2026.03 | 0.39 | 36.2908 | 7.8885 | 1.0086 | 23.1877 | 0.2929 | |
| TransWeatherRetrained on FoundIR=true2026.03 | 0.3911 | 34.3489 | 7.2645 | 1.0042 | 21.1029 | 0.3121 | |
| AirNetRetrained on FoundIR=true2026.03 | 0.434 | 42.4248 | 7.6429 | 1.0102 | 22.9102 | 0.3677 |