A lightweight and high-precision road defect detection method based on improved YOLO11
An improved lightweight YOLO11s algorithm is proposed to address the issues of excessive model complexity and poor performance when detecting small objects in road defect detection by incorporating the StarNet architecture to reconstruct the backbone network and introducing the Shape-IoU loss function.