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Formal Implementation of a Performance Evaluation Model for the Face Recognition System
Due to usability features, practical applications, and its lack of intrusiveness, face recognition technology, based on information, derived from individuals' facial features, has been attracting considerable attention recently. Reported recognition rates of commercialized face recognition syst...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2219225/ https://www.ncbi.nlm.nih.gov/pubmed/18317524 http://dx.doi.org/10.1155/2008/742504 |
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author | Shin, Yong-Nyuo Kim, Jason Lee, Yong-Jun Shin, Woochang Choi, Jin-Young |
author_facet | Shin, Yong-Nyuo Kim, Jason Lee, Yong-Jun Shin, Woochang Choi, Jin-Young |
author_sort | Shin, Yong-Nyuo |
collection | PubMed |
description | Due to usability features, practical applications, and its lack of intrusiveness, face recognition technology, based on information, derived from individuals' facial features, has been attracting considerable attention recently. Reported recognition rates of commercialized face recognition systems cannot be admitted as official recognition rates, as they are based on assumptions that are beneficial to the specific system and face database. Therefore, performance evaluation methods and tools are necessary to objectively measure the accuracy and performance of any face recognition system. In this paper, we propose and formalize a performance evaluation model for the biometric recognition system, implementing an evaluation tool for face recognition systems based on the proposed model. Furthermore, we performed evaluations objectively by providing guidelines for the design and implementation of a performance evaluation system, formalizing the performance test process. |
format | Text |
id | pubmed-2219225 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-22192252008-02-13 Formal Implementation of a Performance Evaluation Model for the Face Recognition System Shin, Yong-Nyuo Kim, Jason Lee, Yong-Jun Shin, Woochang Choi, Jin-Young J Biomed Biotechnol Methodology Report Due to usability features, practical applications, and its lack of intrusiveness, face recognition technology, based on information, derived from individuals' facial features, has been attracting considerable attention recently. Reported recognition rates of commercialized face recognition systems cannot be admitted as official recognition rates, as they are based on assumptions that are beneficial to the specific system and face database. Therefore, performance evaluation methods and tools are necessary to objectively measure the accuracy and performance of any face recognition system. In this paper, we propose and formalize a performance evaluation model for the biometric recognition system, implementing an evaluation tool for face recognition systems based on the proposed model. Furthermore, we performed evaluations objectively by providing guidelines for the design and implementation of a performance evaluation system, formalizing the performance test process. Hindawi Publishing Corporation 2008 2007-12-25 /pmc/articles/PMC2219225/ /pubmed/18317524 http://dx.doi.org/10.1155/2008/742504 Text en Copyright © 2008 Yong-Nyuo Shin et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methodology Report Shin, Yong-Nyuo Kim, Jason Lee, Yong-Jun Shin, Woochang Choi, Jin-Young Formal Implementation of a Performance Evaluation Model for the Face Recognition System |
title | Formal Implementation of a Performance Evaluation Model for the Face Recognition System |
title_full | Formal Implementation of a Performance Evaluation Model for the Face Recognition System |
title_fullStr | Formal Implementation of a Performance Evaluation Model for the Face Recognition System |
title_full_unstemmed | Formal Implementation of a Performance Evaluation Model for the Face Recognition System |
title_short | Formal Implementation of a Performance Evaluation Model for the Face Recognition System |
title_sort | formal implementation of a performance evaluation model for the face recognition system |
topic | Methodology Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2219225/ https://www.ncbi.nlm.nih.gov/pubmed/18317524 http://dx.doi.org/10.1155/2008/742504 |
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