Real-Time Road Condition Detection and Mapping Using YOLOv11 and Built-In Car Dashcam
Abstract. Road surface conditions decline due to heavy traffic, severe weather, and recurring utility works. Many road agencies still rely on manual windshield surveys and semi-automated inspections. These methods are time-consuming, difficult to scale, and labour-intensive. Advances in deep learning and the widespread...