Abstract: Fusing the multi-scale global and local semantic information remains a challenging task for foundation models with computational costs and the need for effective long-range recognition.

Abstract: Accurate roof segmentation in aerial images is essential for precise calculation of photovoltaic potential, which is increasingly important for optimizing solar energy utilization. This ...