<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462012000200003</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Evaluación de la calidad de las imágenes de rostros utilizadas para la identificación de las personas]]></article-title>
<article-title xml:lang="en"><![CDATA[Face Image Quality Evaluation for Person Identification]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Méndez-Vázquez]]></surname>
<given-names><![CDATA[Heydi]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Chang]]></surname>
<given-names><![CDATA[Leonardo]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rizo-Rodríguez]]></surname>
<given-names><![CDATA[Dayron]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Morales-González]]></surname>
<given-names><![CDATA[Annette]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Centro de Aplicaciones de Tecnologías de Avanzadas  ]]></institution>
<addr-line><![CDATA[La Habana ]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2012</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2012</year>
</pub-date>
<volume>16</volume>
<numero>2</numero>
<fpage>147</fpage>
<lpage>165</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462012000200003&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462012000200003&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462012000200003&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[La evaluación automática de la calidad de las imágenes de rostros es un tema de gran importancia dentro del desarrollo de sistemas biométricos de reconocimiento de rostros. En este trabajo, se describe un esquema para evaluar si las imágenes de rostros cumplen los parámetros establecidos en la norma ISO/IEC 19794-5, que determinan si tienen valor identificativo y si pueden ser utilizadas en documentos de identificación personal. Se presentan nuevos algoritmos para el análisis de las imágenes y la clasificación de estas respecto a los parámetros que se evalúan en el esquema propuesto. El esquema propuesto se implementa en una biblioteca de vínculos dinámicos (DLL) que brinda ventajas para su uso en diferentes aplicaciones. Se evalúa la propuesta con imágenes de buena y mala calidad y se muestra de manera experimental, la factibilidad de su uso.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Automatic evaluation of face image quality is an important topic in the development of face recognition systems. This paper describes a framework for assessing the conformity of face images with the parameter set in the standard ISO/IEC 19794-5 that determines if given images possess an identification value and can be used in personal identification documents. New algorithms for image analysis and image classification with respect to parameters evaluated in the proposed framework are presented. The proposal is implemented as a dynamic link library (DLL), offering many advantages for the use in different applications. Good and bad quality images are evaluated, and the feasibility of the use of this framework is shown experimentally.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Reconocimiento de rostros]]></kwd>
<kwd lng="es"><![CDATA[evaluación de la calidad]]></kwd>
<kwd lng="es"><![CDATA[estándares]]></kwd>
<kwd lng="es"><![CDATA[procesamiento de imágenes]]></kwd>
<kwd lng="en"><![CDATA[Face recognition]]></kwd>
<kwd lng="en"><![CDATA[quality evaluation]]></kwd>
<kwd lng="en"><![CDATA[standards]]></kwd>
<kwd lng="en"><![CDATA[image processing]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="justify"><font face="verdana" size="4">Art&iacute;culos</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="center"><font face="verdana" size="4"><b>Evaluaci&oacute;n de la calidad de las im&aacute;genes de rostros utilizadas para la identificaci&oacute;n de las personas</b></font></p>  	    <p align="center"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="center"><font face="verdana" size="3"><b>Face Image Quality Evaluation for Person Identification</b></font></p>  	    <p align="center"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="center"><font face="verdana" size="2"><b>Heydi M&eacute;ndez&#45;V&aacute;zquez, Leonardo Chang, Dayron Rizo&#45;Rodr&iacute;guez y Annette Morales&#45;Gonz&aacute;lez</b></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><i>Centro de Aplicaciones de Tecnolog&iacute;as de Avanzadas (CENATAV), La Habana, Cuba</i> <a href="mailto:hmendez@cenatav.co.cu">hmendez@cenatav.co.cu</a>, <a href="mailto:lchang@cenatav.co.cu">lchang@cenatav.co.cu</a>, <a href="mailto:drizo@cenatav.co.cu">drizo@cenatav.co.cu</a>, <a href="mailto:amorales@cenatav.co.cu">amorales@cenatav.co.cu</a></font></p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2">Art&iacute;culo recibido el 17/02/2011.    <br> 	Aceptado el 21/10/2011.</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>  	    <p align="justify"><font face="verdana" size="2">La evaluaci&oacute;n autom&aacute;tica de la calidad de las im&aacute;genes de rostros es un tema de gran importancia dentro del desarrollo de sistemas biom&eacute;tricos de reconocimiento de rostros. En este trabajo, se describe un esquema para evaluar si las im&aacute;genes de rostros cumplen los par&aacute;metros establecidos en la norma ISO/IEC 19794&#45;5, que determinan si tienen valor identificativo y si pueden ser utilizadas en documentos de identificaci&oacute;n personal. Se presentan nuevos algoritmos para el an&aacute;lisis de las im&aacute;genes y la clasificaci&oacute;n de estas respecto a los par&aacute;metros que se eval&uacute;an en el esquema propuesto. El esquema propuesto se implementa en una biblioteca de v&iacute;nculos din&aacute;micos (DLL) que brinda ventajas para su uso en diferentes aplicaciones. Se eval&uacute;a la propuesta con im&aacute;genes de buena y mala calidad y se muestra de manera experimental, la factibilidad de su uso.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Palabras clave.</b> Reconocimiento de rostros, evaluaci&oacute;n de la calidad, est&aacute;ndares, procesamiento de im&aacute;genes.</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">Automatic evaluation of face image quality is an important topic in the development of face recognition systems. This paper describes a framework for assessing the conformity of face images with the parameter set in the standard ISO/IEC 19794&#45;5 that determines if given images possess an identification value and can be used in personal identification documents. New algorithms for image analysis and image classification with respect to parameters evaluated in the proposed framework are presented. The proposal is implemented as a dynamic link library (DLL), offering many advantages for the use in different applications. Good and bad quality images are evaluated, and the feasibility of the use of this framework is shown experimentally.</font></p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Keywords.</b> Face recognition, quality evaluation, standards, image processing.</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v16n2/v16n2a3.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Referencias</b></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>1. Alvarez, J. &amp; Chang, L. 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