Neural meshes: surface reconstruction with a learning algorithm :: MPG.PuRe … Neural
meshes: surface reconstruction with a learning algorithm …

In this paper we propose a Learning algorithm for surface reconstruction. Our algorithm
simulates an incrementally expanding neural network which learns a point cloud through a
competitive learning process. The topology is learned through statistics based operators
which create boundaries and merge them to create handles. We study the algorithm
theoretically, analyzing statistically its main components, and experimentally, using an
extensive range of input data sets.