...Arijit Sen; Quanbin Sun; Song Wu; Saeed Talebi Purpose The purpose of this study is to evaluate different deep learning approaches, Convolutional Neural Networks ( CNN ), transformer, hybrid and commercial models, for automated defect detection in UK masonry railway bridges, in both laboratory...