Point cloud data has emerged as a rich source of information in the construction industry. Conventional methods for generating Building Information Models (BIMs) can be intensive. Automation of BIM generation from point clouds offers a promising solution to overcome these challenges. By analyzing the 3D geometry and properties contained within poin