GLD-YOLO: an improved YOLO11n-based object detection method for complex traffic scenarios
To address detection degradation caused by illumination variation, complex backgrounds, scale variation, and dense occlusion in traffic scenes, the proposed Global-Local-Dynamic YOLO (GLD-YOLO), an improved YOLO11n-based detector is proposed, demonstrating competitive inference efficiency on the evaluated platform.