yolo 4dWe present a comprehensive analysis of YOLO’s evolution, examining the innovations and contributions in each iteration from the orinal YOLO up to YOLOv8, YOLO-NAS, and YOLOYOLOv9 marks a snificant advancement in real-time object detection, introducing groundbreaking techniques such as Programmable Gradient Information (PGI) and