An Attention-Enhanced YOLOv8 Architecture for Leakage Detection in Building Systems

Abstract

AbstractIt has been one of the most critical challenges to maintain a healthy, livable, and sustainable building environment. As part of such efforts, it is desired to efficiently inspect roofs that cover a large portion of building areas and quickly ...Practical ApplicationsThe results of this study underscore the practical potential of UAV-based visual inspection methods for the maintenance of constructed facilities. By integrating multisource imagery with advanced machine learning models, we propose ...