In increasingly populated airspace, the challenge of precisely detecting and tracking drones becomes paramount. This complexity is further amplified in UAV-dense environments where multiple drones may operate in close closeness. Existing detection and tracking methods often struggle to identify individual drones amidst the acoustic clutter, leading