Wildfire Pixel Prediction on FireScope-bench OOD 1.0
0.658ROC AUCSegFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SegFormerConditioning=+ CoT, Encoder=SegFormer2025.11 | 0.658 | 18.4 | |
| U-NetConditioning=+ Oracle, Encoder=U-Net2025.11 | 0.655 | 18.1 | |
| AlphaEarthConditioning=+ Oracle, Encoder=AlphaEarth2025.11 | 0.653 | 17.9 | |
| AlphaEarthConditioning=+ CoT, Encoder=AlphaEarth2025.11 | 0.653 | 17.7 | |
| U-NetConditioning=+ CoT, Encoder=U-Net2025.11 | 0.652 | 17.8 | |
| SegFormerConditioning=Image only, Encoder=SegFormer2025.11 | 0.651 | 17.9 | |
| SegFormerConditioning=+ Oracle, Encoder=SegFormer2025.11 | 0.642 | 17.7 | |
| AlphaEarthConditioning=Image only, Encoder=AlphaEarth2025.11 | 0.632 | 16.4 | |
| AlphaEarthConditioning=+ Climate Data, Encoder=AlphaEarth2025.11 | 0.629 | 17.3 | |
| U-NetConditioning=Image only, Encoder=U-Net2025.11 | 0.587 | 15.9 | |
| U-NetConditioning=+ Climate Data, Encoder=U-Net2025.11 | 0.559 | 14.5 | |
| SegFormerConditioning=+ Climate Data, Encoder=SegFormer2025.11 | 0.518 | 13.1 |