This research article presents an in-depth empirical study and optimization approach for enhancing person detection in UAV (Unmanned Aerial Vehicle) color images. The study focuses on fine-tuning the state-of-the-art object detection algorithms. mainly Faster R-CNN. to maximize its performance for detecting individuals in UAV imagery. https://www.izztop.com/product-category/trikes/