For Accurate yet Lightweight Road Defect Detection: An Efficient Architecture and a Task-Aligned Training Strategy. - Zhao, Jinchi; Yu, Yang; Hui, Yinglun; Qu, Hening; Li, Yiran; Zhang, Chunna (Engineering Letters, 2026)