English

Parallel Computation of Piecewise Linear Morse-Smale Segmentations

Graphics 2023-03-29 v1

Abstract

This paper presents a well-scaling parallel algorithm for the computation of Morse-Smale (MS) segmentations, including the region separators and region boundaries. The segmentation of the domain into ascending and descending manifolds, solely defined on the vertices, improves the computational time using path compression and fully segments the border region. Region boundaries and region separators are generated using a multi-label marching tetrahedra algorithm. This enables a fast and simple solution to find optimal parameter settings in preliminary exploration steps by generating an MS complex preview. It also poses a rapid option to generate a fast visual representation of the region geometries for immediate utilization. Two experiments demonstrate the performance of our approach with speedups of over an order of magnitude in comparison to two publicly available implementations. The example section shows the similarity to the MS complex, the useability of the approach, and the benefits of this method with respect to the presented datasets. We provide our implementation with the paper.

Keywords

Cite

@article{arxiv.2303.15491,
  title  = {Parallel Computation of Piecewise Linear Morse-Smale Segmentations},
  author = {Robin G. C. Maack and Jonas Lukasczyk and Julien Tierny and Hans Hagen and Ross Maciejewski and Christoph Garth},
  journal= {arXiv preprint arXiv:2303.15491},
  year   = {2023}
}

Comments

Journal: IEEE Transactions on Visualization and Computer Graphics / Submitted: 22-Jun-2022 / Accepted: 13-Mar-2023

R2 v1 2026-06-28T09:36:29.774Z