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Abstract: YOLO has become a central real-time object detection system for robotics, driverless cars, and video monitoring applications. 4d al We present a comprehensive analysis of YOLO's evolution, examining the innovations and contributions in each iteration from the original YOLO up to YOLOv8, YOLO-NAS, and YOLO with Transformers