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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...

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Detalles Bibliográficos
Autores principales: Shin, Yong-Nyuo, Kim, Jason, Lee, Yong-Jun, Shin, Woochang, Choi, Jin-Young
Formato: Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2008
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.
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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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