yolo 4dYOLO11 is the latest iteration in the YOLO series of real-time object detectors, redefining what's possible with cutting-edge accuracy,In this paper, YOLO4D is presented for Spatio-temporal Real-time 3D Multi-object detection and classification from LiDAR point clouds. Automated Driving dynamic scenarios