Shantytowns. characterized by poor living conditions and simple houses. necessitate efficient extraction and analysis for urban planning. This paper proposes a multi-scale and global-local information interactive attention transformer (MGLI-Former) for shantytown extraction from high-resolution remote sensing images. https://thebrickes.shop/product-category/crib-mattress/