Fire mask prediction on Single-region wildfire dataset (test)
89AUPRCPhysFire-WM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhysFire-WMModel Category=Ours2025.12 | 89 | 94 | 89 | 0.01 | |
| UTAEModel Category=Data-driven Model2025.12 | 84 | 87 | 73 | 0.01 | |
| Wan2.1-VACE-1.3BModel Category=World Foundation Model2025.12 | 80 | 86 | 74 | 0.02 | |
| CogVideoXModel Category=World Foundation Model2025.12 | 79 | 87 | 77 | 0.02 | |
| WRF-SFIREModel Category=Physics-based Model2025.12 | 75 | 84 | 73 | 0.02 | |
| PredRNNModel Category=Data-driven Model2025.12 | 74 | 79 | 75 | 0.12 | |
| VDTModel Category=Generative Model2025.12 | 74 | 86 | 73 | 0.01 | |
| DynamiCrafterModel Category=Generative Model2025.12 | 74 | 83 | 71 | 0.02 | |
| MCVDModel Category=Generative Model2025.12 | 73 | 85 | 72 | 0.02 | |
| STDiffModel Category=Generative Model2025.12 | 73 | 86 | 72 | 0.01 | |
| EarthformerModel Category=Data-driven Model2025.12 | 66 | 64 | 70 | 0.14 |