Automated urban flood level detection based on flooded bus dataset using YOLOv8

A method to assess urban flood risk levels based on the submerged status of buses captured in social media images, which provides a reliable technical foundation for real-time risk assessment and emergency management of urban transportation systems, with substantial potential for practical applications.