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Quaternion-Based Discriminant Analysis Method for Color Face Recognition
Pattern recognition techniques have been used to automatically recognize the objects, personal identities, predict the function of protein, the category of the cancer, identify lesion, perform product inspection, and so on. In this paper we propose a novel quaternion-based discriminant method. This...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2012
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3427380/ https://www.ncbi.nlm.nih.gov/pubmed/22937054 http://dx.doi.org/10.1371/journal.pone.0043493 |
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author | Xu, Yong |
author_facet | Xu, Yong |
author_sort | Xu, Yong |
collection | PubMed |
description | Pattern recognition techniques have been used to automatically recognize the objects, personal identities, predict the function of protein, the category of the cancer, identify lesion, perform product inspection, and so on. In this paper we propose a novel quaternion-based discriminant method. This method represents and classifies color images in a simple and mathematically tractable way. The proposed method is suitable for a large variety of real-world applications such as color face recognition and classification of the ground target shown in multispectrum remote images. This method first uses the quaternion number to denote the pixel in the color image and exploits a quaternion vector to represent the color image. This method then uses the linear discriminant analysis algorithm to transform the quaternion vector into a lower-dimensional quaternion vector and classifies it in this space. The experimental results show that the proposed method can obtain a very high accuracy for color face recognition. |
format | Online Article Text |
id | pubmed-3427380 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34273802012-08-30 Quaternion-Based Discriminant Analysis Method for Color Face Recognition Xu, Yong PLoS One Research Article Pattern recognition techniques have been used to automatically recognize the objects, personal identities, predict the function of protein, the category of the cancer, identify lesion, perform product inspection, and so on. In this paper we propose a novel quaternion-based discriminant method. This method represents and classifies color images in a simple and mathematically tractable way. The proposed method is suitable for a large variety of real-world applications such as color face recognition and classification of the ground target shown in multispectrum remote images. This method first uses the quaternion number to denote the pixel in the color image and exploits a quaternion vector to represent the color image. This method then uses the linear discriminant analysis algorithm to transform the quaternion vector into a lower-dimensional quaternion vector and classifies it in this space. The experimental results show that the proposed method can obtain a very high accuracy for color face recognition. Public Library of Science 2012-08-24 /pmc/articles/PMC3427380/ /pubmed/22937054 http://dx.doi.org/10.1371/journal.pone.0043493 Text en © 2012 Xu 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 Xu, Yong Quaternion-Based Discriminant Analysis Method for Color Face Recognition |
title | Quaternion-Based Discriminant Analysis Method for Color Face Recognition |
title_full | Quaternion-Based Discriminant Analysis Method for Color Face Recognition |
title_fullStr | Quaternion-Based Discriminant Analysis Method for Color Face Recognition |
title_full_unstemmed | Quaternion-Based Discriminant Analysis Method for Color Face Recognition |
title_short | Quaternion-Based Discriminant Analysis Method for Color Face Recognition |
title_sort | quaternion-based discriminant analysis method for color face recognition |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3427380/ https://www.ncbi.nlm.nih.gov/pubmed/22937054 http://dx.doi.org/10.1371/journal.pone.0043493 |
work_keys_str_mv | AT xuyong quaternionbaseddiscriminantanalysismethodforcolorfacerecognition |