Wildfires are becoming unpredictable natural hazards in many regions due to climate change.However, existing state-of-the-art wildfire forecasting tools, such as the Fire Weather Index (FWI), rely solely on meteorological input parameters and have limited ability to model the increasingly dynamic nature of wildfires.In response to the escalating threat, our work addresses this shortcoming in short-term fire hazard prediction.First, we present a comprehensive and high fidelity remotely sensed act…