The increasing prevalence of handheld drones presents both opportunities and challenges. To ensure safe and responsible operation, accurate identification and following of these autonomous devices is crucial. Engineers are actively developing innovative methods to achieve this goal. These methods often leverage computer vision techniques, input fus