Topology preserving thinning for cell complexes

09/06/2013
by   Paweł Dłotko, et al.
0

A topology preserving skeleton is a synthetic representation of an object that retains its topology and many of its significant morphological properties. The process of obtaining the skeleton, referred to as skeletonization or thinning, is a very active research area. It plays a central role in reducing the amount of information to be processed during image analysis and visualization, computer-aided diagnosis or by pattern recognition algorithms. This paper introduces a novel topology preserving thinning algorithm which removes simple cells---a generalization of simple points---of a given cell complex. The test for simple cells is based on acyclicity tables automatically produced in advance with homology computations. Using acyclicity tables render the implementation of thinning algorithms straightforward. Moreover, the fact that tables are automatically filled for all possible configurations allows to rigorously prove the generality of the algorithm and to obtain fool-proof implementations. The novel approach enables, for the first time, according to our knowledge, to thin a general unstructured simplicial complex. Acyclicity tables for cubical and simplicial complexes and an open source implementation of the thinning algorithm are provided as additional material to allow their immediate use in the vast number of practical applications arising in medical imaging and beyond.

READ FULL TEXT

page 4

page 22

page 23

page 25

page 26

page 27

page 28

page 29

research
03/11/2015

Properties of simple sets in digital spaces. Contractions of simple sets preserving the homotopy type of a digital space

A point of a digital space is called simple if it can be deleted from th...
research
04/11/2018

VoroTop: Voronoi Cell Topology Visualization and Analysis Toolkit

This paper introduces a new open-source software program called VoroTop,...
research
06/29/2023

rtables – A Framework For Creating Complex Structured Reporting Tables Via Multi-Level Faceted Computations

Tables form a central component in both exploratory data analysis and fo...
research
10/02/2020

Cell Complex Neural Networks

Cell complexes are topological spaces constructed from simple blocks cal...
research
05/06/2021

TABBIE: Pretrained Representations of Tabular Data

Existing work on tabular representation learning jointly models tables a...
research
06/15/2009

Coding cells of digital spaces: a framework to write generic digital topology algorithms

This paper proposes a concise coding of the cells of n-dimensional finit...

Please sign up or login with your details

Forgot password? Click here to reset