... and their severity using image-based analysis, helping asset managers prioritize repairs and allocate maintenance resources more effectively. Design/methodology/approach This study uses Convolutional Neural Networks (CNNs) for image-based damage detection and classification. Over 3,000 images of roofing segments...

... 2023 Emerald Publishing Limited Licensed re-use rights only Facility management Capital renewal Rehabilitation Inspection Roofing Image-based analysis Convolutional neural network (CNN) Roofs are among the most vulnerable building components (Morgado et al., 2017...