I. Introduction
Autonomous navigation enables UAVs to generate safer and more reliable flight trajectories, significantly enhancing work efficiency and reducing labor costs in applications such as surveying, photography, and Architectural modeling [1]. As the application scenarios for UAVs transition from static to dynamic environments, their flight trajectories risk collisions with dynamic obstacles such as pedestrians, vehicles, and other UAVs. Given the limited onboard computational resources, ensuring the real-time performance and safety of UAV navigation in dynamic environments remains a significant challenge.