Zhiyuan Yu, Chunquan Dai, Xiaoming Zeng, Yunlong Lv, Haisheng Li. "A lightweight semantic segmentation method for concrete bridge surface diseases based on improved DeeplabV3+." Scientific Reports, 2025. doi:10.1038/s41598-025-95518-5