Abstract The study presents a significantly improved version of the YOLOv5 real-time object detection model for football player recognition. The proposed technique includes feature-tuning and hyper-parameter optimization methods that have been carefully selected to enhance both speed and accuracy. resulting in a superior real-time performance of the YOLOv5 architecture. Furthermore. https://chefesquipmenters.shop/product-category/tilt-trucks/