Drone-Based Weed Scouting is a method within precision agriculture that employs unmanned aerial vehicles equipped with imaging sensors to systematically identify, map, and monitor weed infestations in crop fields, distinguishing itself from ground-based or satellite-based approaches by enabling high-resolution, real-time, and cost-effective spatial data collection at field scale.