Existing point cloud semantic segmentation approaches do not perform well on details. especially for the boundary regions. However. supervised-learning-based methods depend on costly artificial annotations for performance improvement. https://www.spidertattooz.com/Peri-Living-Oljelampe-Ovalis-Brass-Large/