English

The Square Root Normal Field Distance and Unbalanced Optimal Transport

Differential Geometry 2022-02-22 v3

Abstract

This paper explores a novel connection between two areas: shape analysis of surfaces and unbalanced optimal transport. Specifically, we characterize the square root normal field (SRNF) shape distance as the pullback of the Wasserstein-Fisher-Rao (WFR) unbalanced optimal transport distance. In addition, we propose a new algorithm for computing the WFR distance and present numerical results that highlight the effectiveness of this algorithm. As a consequence of our results we obtain a precise method for computing the SRNF shape distance directly on piecewise linear surfaces and gain new insights about the degeneracy of this distance.

Keywords

Cite

@article{arxiv.2105.06510,
  title  = {The Square Root Normal Field Distance and Unbalanced Optimal Transport},
  author = {Martin Bauer and Emmanuel Hartman and Eric Klassen},
  journal= {arXiv preprint arXiv:2105.06510},
  year   = {2022}
}

Comments

36 pages, 6 figures, 1 table