Enhanced road infrastructure defect detection via attention-based visual inspection
A task-oriented lightweight crack enhancement block, ECEM, within the YOLOv11 framework, that integrates multi-scale depth-wise feature extraction, attention refinement, and background suppression to enhance elongated crack responses while maintaining lightweight computation is designed.