Fig. 12

Cross-validation of a speed limit sign detection using YOLOv9 on a highway scenario in Hyderabad. The model correctly identifies the speed limit sign in a real-time video frame, demonstrating reliable traffic sign recognition performance.
Cross-validation of a speed limit sign detection using YOLOv9 on a highway scenario in Hyderabad. The model correctly identifies the speed limit sign in a real-time video frame, demonstrating reliable traffic sign recognition performance.