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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 YOLOWe 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