The process of quantity takeoff is a crucial aspect of highway construction projects, especially for intricate structures such as vehicular underpasses, light vehicular underpasses, and grade separators with connecting roads. Precise quantity takeoff is indispensable for estimating costs, planning the project, and allocating resources. Nonetheless, the distinctive design and construction prerequisites of these structures pose...