In increasingly populated airspace, the challenge of effectively detecting and tracking autonomous unmanned aerial vehicles (UAVs) becomes paramount. This complexity is further amplified in UAV-dense environments where abundant drones may operate in close range. Existing detection and tracking algorithms often struggle to separate individual drones