Most supervised geographic map** methods with very-high-resolution (VHR) images are
designed for a specific task, leading to high label-dependency and inadequate task …

Urban functional zone map** is essential for providing deeper insights into urban
morphology and improving urban planning. The emergence of Volunteered Geographic …

Assigning detailed use categories to buildings is a challenging and relevant task in urban
land use classification with applications in urban planning, digital city modelling and …

Urban functional zoning offers valuable insights into urban morphology and sustainable
development. However, the conventional fixed spatial units, such as blocks and grids …

Deep learning (DL)-based object detection algorithms have gained impressive
achievements in natural images and have gradually matured in recent years. However …

Urban green space (UGS) plays a pivotal role in enhancing citizens' living standards, well-
being, and overall physical and mental health. As urbanization continues to progress …

Accurately identifying and delineating urban functional areas has seen increasing demand
in smart urban planning, landscape design, and resource allocation. Recently, POI (point of …

Understanding urban dynamics requires comprehensive building analysis, yet current
methods focusing on specific aspects hinder the production of unified and large-scale …