GrowSP: Unsupervised Semantic Segmentation of 3D Point Clouds

Input Point Cloud Initial Superpoints Progressively Growing Superpoints Prediction by GrowSP Ground Truth Figure 1. Given an input point cloud with complex structures from S3DIS dataset [2], our GrowSP automatically discovers accurate semantic classes simply by progressively growing superpoints, without needing any human labels in training.