Corcoran, Padraig ORCID: https://orcid.org/0000-0001-9731-3385
2019.
Topology based object tracking.
Mathematical and Computational Applications
24
(3)
, 84.
10.3390/mca24030084
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Abstract
A model for tracking objects whose topological properties change over time is proposed. Such changes include the splitting of an object into multiple objects or the merging of multiple objects into a single object. The proposed model employs a novel formulation of the tracking problem in terms of homology theory whereby 0-dimensional homology classes, which correspond to connected components, are tracked. A generalisation of this model for tracking spatially close objects lying in an ambient metric space is also proposed. This generalisation is particularly suitable for tracking spatial-temporal phenomena such as rain clouds. The utility of the proposed model is demonstrated with respect to tracking communities in a social network and tracking rain clouds in radar imagery.
| Item Type: | Article |
|---|---|
| Date Type: | Publication |
| Status: | Published |
| Schools: | Schools > Computer Science & Informatics |
| Publisher: | MDPI |
| ISSN: | 1300-686X |
| Date of First Compliant Deposit: | 30 October 2019 |
| Date of Acceptance: | 19 September 2019 |
| Last Modified: | 07 May 2023 09:59 |
| URI: | https://orca.cardiff.ac.uk/id/eprint/126131 |
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