Point cloud data has emerged as a valuable source of information in the construction industry. Manual methods for generating Building Information Models (BIMs) can be time-consuming. Automation of BIM generation from point clouds offers a promising solution to overcome these challenges. By analyzing the 3D geometry and characteristics contained wit