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2015 | OriginalPaper | Chapter

Path-Based Mathematical Morphology on Tensor Fields

Authors : Jasper J. van de Gronde, Mikola Lysenko, Jos B. T. M. Roerdink

Published in: Visualization and Processing of Higher Order Descriptors for Multi-Valued Data

Publisher: Springer International Publishing

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Abstract

Traditional path-based morphology allows finding long, approximately straight, paths in images. Although originally applied only to scalar images, we show how this can be a very good fit for tensor fields. We do this by constructing directed graphs representing such data, and then modifying the traditional path opening algorithm to work on these graphs. Cycles are dealt with by finding strongly connected components in the graph. Some examples of potential applications are given, including path openings that are not limited to a specific set of orientations.

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Footnotes
1
A tangent vector can be considered an element in the tangent bundle, and is a combination of a position and a vector describing an orientation/direction. Physically, a tangent vector can be considered to describe the position and velocity of a particle, for example.
 
2
 
3
This makes some intuitive sense, as every voxel contains the same amount of space, but at a crossing it is shared by fibres of multiple orientations.
 
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Metadata
Title
Path-Based Mathematical Morphology on Tensor Fields
Authors
Jasper J. van de Gronde
Mikola Lysenko
Jos B. T. M. Roerdink
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-15090-1_6

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