 SiamSTM is a new UAV tracking system that combines the advantages of lightweight transformers and multiple matching networks to achieve high accuracy and real-time performance. It outperforms other state-of-the-art trackers in terms of speed and precision, making it suitable for applications requiring real-time tracking. This article was authored by Amping Deng, Guangliang Han, Dianbin Qin, and others.