AAutomation in Construction4/2/2026Comprehensive review of AI-driven models for sewer condition assessment with defect analysisShihui Ma·Zhe Zou·Tarek Zayed·Jiduo Xing·Zhihao RenRead at Automation in ConstructionTagsInfrastructure Maintenance and MonitoringCivil and Structural Engineering