yolo 4dYOLO (You Only Look Once) is a family of object detection models popular for their real-time processing capabilities, delivering hh accuracyWe 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 YOLO