Unmanned aerial vehicles (UAVs), owing to their high efficiency and flexibility, have become vital tools for monitoring forest and agricultural fires. However, fire targets from UAV perspectives are typically small-scale, sparsely distributed, and highly variable in shape, while complex backgrounds, weather variations,...