LTF-YOLO: an intelligent road defect detection model based on large-kernel enhancement and local multi-scale feature fusion

Through innovations in multi-scale feature extraction, adaptive feature fusion, and task-decoupled detection head design, LTF-YOLO significantly enhances detection accuracy and robustness. The model maintains high precision while remaining lightweight, providing an efficient and scalable solution for intelligent road maintenance and traffic safety monitoring.