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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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Detalles Bibliográficos
Autor principal: Xu, Yong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
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.
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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
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