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 YOLOYOLO is the latest advancement in the acclaimed YOLO (You Only Look Once) series for real-time object detection and image segmentation. It builds on previous