Synthetic Data Generation and Deep Learning for the Topological Analysis of 3D Data

Dylan Peek, Matt P. Skerritt, Stephan Chalup

This research uses deep learning to estimate the topology of manifolds represented by sparse, unordered point cloud scenes in 3D. A new labelled dataset was synthesised to train ne…