The increasing prevalence of handheld drones presents both opportunities and challenges. To ensure safe and responsible operation, accurate recognition and tracking of these autonomous devices is crucial. Researchers are actively developing innovative methods to achieve this goal. These methods often leverage computer vision techniques, data fusion