 This study presents a segmentation model that uses deep residual networks and guided filters to extract buildings from VHR remote sensing imagery, achieving higher accuracy compared to other machine learning and deep learning methods. This article was authored by Yongyang Su, Liang Wu, Zhong Xia, and others.