In increasingly congested airspace, the challenge of accurately detecting and tracking drones becomes paramount. This complexity is further amplified in here UAV-dense environments where multiple drones may operate in close closeness. Existing detection and tracking algorithms often struggle to separate individual drones amidst the visual clutter,