UAVs have rapidly developed and demonstrated remarkable flexibility. Their advancements now boost perception and decision-making in intelligent systems, offering powerful tools to upgrade traditional systems and enhance operational efficiency. Despite these strengths, human operators still control most UAVs, creating labor-intensive workflows and potential safety hazards. Current onboard sensors further limit