“The semantic segmentation of remote sensing images plays a significant role in urban change detection and other fields. Experts have proposed the FLGF UNet network, which integrates local and global features and adds an interactive fusion module to effectively solve problems such as missed and false detections in remote sensing building extraction, opening up new directions for research in related fields.”