Jing Liu, Jianyong Zhao, Yanyan Cao, Ying Wang, Chunyu Dong, Chaoping Guo. "Road manhole cover defect detection via multi-scale edge enhancement and feature aggregation pyramid." Scientific Reports, 2025. doi:10.1038/s41598-025-95450-8