An Integrated Method Using a Convolutional Autoencoder, Thresholding Techniques, and a Residual Network for Anomaly Detection on Heritage Roof Surfaces - Zhang, Yongcheng; Kong, Liulin; Antwi-Afari, Maxwell Fordjour; Zhang, Qingzhi (Buildings (Basel), 2024)
Keywords: Accuracy; Algorithms; Anomalies; Architecture; Artificial intelligence; Buildings; Case studies; Classification; Computer vision; Cracks; Cultural heritage; Damage detection; Damage prevention; Deep learning; detection and evaluation; Drone aircraft; Efficiency; heritage buildings; Historic buildings & sites; Historic preservation; Historical buildings; Insulation; Machine learning; Masonry; Methods; Neural networks; Protection and preservation; Remodeling, restoration, etc; Repair & maintenance; roof damage; Roofing; Roofs; Semantics; UAV; Unmanned aerial vehicles; Vision systems; Water damage; Germany