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Theory and Algorithms for Constructing Discrete Morse Complexes from Grayscale Digital Images

Published: 01 August 2011 Publication History

Abstract

We present an algorithm for determining the Morse complex of a two or three-dimensional grayscale digital image. Each cell in the Morse complex corresponds to a topological change in the level sets (i.e., a critical point) of the grayscale image. Since more than one critical point may be associated with a single image voxel, we model digital images by cubical complexes. A new homotopic algorithm is used to construct a discrete Morse function on the cubical complex that agrees with the digital image and has exactly the number and type of critical cells necessary to characterize the topological changes in the level sets. We make use of discrete Morse theory and simple homotopy theory to prove correctness of this algorithm. The resulting Morse complex is considerably simpler than the cubical complex originally used to represent the image and may be used to compute persistent homology.

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  • (2024)Parallel Topology-aware Mesh Simplification on Terrain TreesACM Transactions on Spatial Algorithms and Systems10.1145/365260210:2(1-39)Online publication date: 13-Mar-2024
  • (2024)TTK is Getting MPI-ReadyIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.339021930:8(5875-5892)Online publication date: 1-Aug-2024
  • (2024)Wasserstein Dictionaries of Persistence DiagramsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.333026230:2(1638-1651)Online publication date: 1-Feb-2024
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Information & Contributors

Information

Published In

cover image IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence  Volume 33, Issue 8
August 2011
207 pages

Publisher

IEEE Computer Society

United States

Publication History

Published: 01 August 2011

Author Tags

  1. Discrete Morse theory
  2. computational topology
  3. digital topology.
  4. persistent homology

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Cited By

View all
  • (2024)Parallel Topology-aware Mesh Simplification on Terrain TreesACM Transactions on Spatial Algorithms and Systems10.1145/365260210:2(1-39)Online publication date: 13-Mar-2024
  • (2024)TTK is Getting MPI-ReadyIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.339021930:8(5875-5892)Online publication date: 1-Aug-2024
  • (2024)Wasserstein Dictionaries of Persistence DiagramsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.333026230:2(1638-1651)Online publication date: 1-Feb-2024
  • (2024)A Task-Parallel Approach for Localized Topological Data StructuresIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332718230:1(1271-1281)Online publication date: 1-Jan-2024
  • (2024)Parallel Computation of Piecewise Linear Morse-Smale SegmentationsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.326198130:4(1942-1955)Online publication date: 1-Apr-2024
  • (2024)Exploring Classification of Topological Priors With Machine Learning for Feature ExtractionIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.324863230:7(3959-3972)Online publication date: 1-Jul-2024
  • (2024)Discrete Morse Sandwich: Fast Computation of Persistence Diagrams for Scalar Data – An Algorithm and a BenchmarkIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.323800830:4(1897-1915)Online publication date: 1-Apr-2024
  • (2024)Discrete Morse Theory for Computing Zigzag PersistenceDiscrete & Computational Geometry10.1007/s00454-023-00594-x71:2(708-737)Online publication date: 1-Mar-2024
  • (2024)Discrete-to-Continuous Extensions: Lovász Extension and Morse TheoryDiscrete & Computational Geometry10.1007/s00454-022-00461-172:1(49-72)Online publication date: 1-Jul-2024
  • (2024)Morse FramesDiscrete Geometry and Mathematical Morphology10.1007/978-3-031-57793-2_28(364-376)Online publication date: 15-Apr-2024
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