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Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform
The automatic detection of bilateral symmetry is a challenging task in computer vision and pattern recognition. This paper presents an approach for the detection of bilateral symmetry in digital single object images. Our method relies on the extraction of Scale Invariant Feature Transform (SIFT) bas...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4140689/ https://www.ncbi.nlm.nih.gov/pubmed/25144655 http://dx.doi.org/10.1371/journal.pone.0103561 |
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author | Akbar, Habib Hayat, Khizar Haq, Nuhman ul Bajwa, Usama Ijaz |
author_facet | Akbar, Habib Hayat, Khizar Haq, Nuhman ul Bajwa, Usama Ijaz |
author_sort | Akbar, Habib |
collection | PubMed |
description | The automatic detection of bilateral symmetry is a challenging task in computer vision and pattern recognition. This paper presents an approach for the detection of bilateral symmetry in digital single object images. Our method relies on the extraction of Scale Invariant Feature Transform (SIFT) based feature points, which serves as the basis for the ascertainment of the centroid of the object; the latter being the origin under the Cartesian coordinate system to be converted to the polar coordinate system in order to facilitate the selection symmetric coordinate pairs. This is followed by comparing the gradient magnitude and orientation of the corresponding points to evaluate the amount of symmetry exhibited by each pair of points. The experimental results show that our approach draw the symmetry line accurately, provided that the observed centroid point is true. |
format | Online Article Text |
id | pubmed-4140689 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41406892014-08-25 Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform Akbar, Habib Hayat, Khizar Haq, Nuhman ul Bajwa, Usama Ijaz PLoS One Research Article The automatic detection of bilateral symmetry is a challenging task in computer vision and pattern recognition. This paper presents an approach for the detection of bilateral symmetry in digital single object images. Our method relies on the extraction of Scale Invariant Feature Transform (SIFT) based feature points, which serves as the basis for the ascertainment of the centroid of the object; the latter being the origin under the Cartesian coordinate system to be converted to the polar coordinate system in order to facilitate the selection symmetric coordinate pairs. This is followed by comparing the gradient magnitude and orientation of the corresponding points to evaluate the amount of symmetry exhibited by each pair of points. The experimental results show that our approach draw the symmetry line accurately, provided that the observed centroid point is true. Public Library of Science 2014-08-21 /pmc/articles/PMC4140689/ /pubmed/25144655 http://dx.doi.org/10.1371/journal.pone.0103561 Text en © 2014 Akbar et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Akbar, Habib Hayat, Khizar Haq, Nuhman ul Bajwa, Usama Ijaz Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform |
title | Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform |
title_full | Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform |
title_fullStr | Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform |
title_full_unstemmed | Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform |
title_short | Bilateral Symmetry Detection on the Basis of Scale Invariant Feature Transform |
title_sort | bilateral symmetry detection on the basis of scale invariant feature transform |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4140689/ https://www.ncbi.nlm.nih.gov/pubmed/25144655 http://dx.doi.org/10.1371/journal.pone.0103561 |
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