A innovative drone-based system is emerging as a transformative tool in modern agriculture. This state-of-the-art system leverages the power of unmanned aerial vehicles (UAVs) equipped with high-resolution cameras and sensors to provide detailed insights into crop health, soil conditions, and overall farm performance. By interpreting the collected