Mobile robots not only need to navigate autonomously in complex environments. but also need to avoid collisions with dynamic obstacles. especially pedestrians. This paper realizes dynamic obstacles detection and state estimation algorithm with LiDAR data. https://www.flippsinfurnitureshops.shop/product-category/paper/