Wildfire Monitoring VLM Framework

A simulation-driven vision-language model framework that converts low-cost 2D wildfire simulations into labeled video clips and pairs them with a training-free multi-agent reasoning system to generate structured fire reports. The framework addresses the scarcity of real-world wildfire monitoring data.