<?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>S1405-55462009000400006</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Detección Estable de los Bordes de la Oreja en Imágenes 2D]]></article-title>
<article-title xml:lang="en"><![CDATA[Stable Ear Border Recognition in 2D Images]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Flores Méndez]]></surname>
<given-names><![CDATA[Alejandro]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Méndez Cuanalo]]></surname>
<given-names><![CDATA[Ana Antígona]]></given-names>
</name>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad La Salle Laboratorio de Investigación y Desarrollo de Tecnología Avanzada ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2009</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2009</year>
</pub-date>
<volume>13</volume>
<numero>2</numero>
<fpage>195</fpage>
<lpage>208</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462009000400006&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462009000400006&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462009000400006&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[En este reporte se presenta un nuevo método para la detección estable de los bordes principales de la oreja a partir de imágenes en colores RGB. El primer paso segmenta la imagen para eliminar el cabello y cualquier rasgo que no fuera piel, esto a partir de los datos obtenidos después de transformar la imagen RGB a HSV. La imagen RGB es convertida en otra en tonos de gris y de ésta se elimina la información de aquellos pixeles que no hubieran sido seleccionados como piel. Sobre esta imagen se emplea una serie de técnicas para mejorar la detección de bordes asociados a los principales rasgos de la oreja, entre los que destacan los filtros morfológicos. Cabe señalar que el sistema tuvo un buen comportamiento aún en presencia de ruido, diferentes condiciones de iluminación para las imágenes capturadas, diversos colores de piel de las personas, etc. Este trabajo es un primer paso para la identificación y reconocimiento de personas a partir de los bordes de la oreja.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[This paper contains a novel method for the stable border recognition of the main features of the ear for RGB images. For the recognition, we first do the segmentation of the image in order to eliminate the hair and any feature other than skin through the data contained in the HSV transformation. The RGB image is converted to a grayscale one, and from it the information of the pixels not related to skin is discarded. Then a series of techniques, mainly morphological filters, are used to enhance the border detection associated to the main features of the ear. The proposed system achieved good performance even in the presence of noise, different light conditions, skin colors, etc. This proposal has been thought as a first step toward human identification and recognition through ears borders.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[procesamiento de imágenes]]></kwd>
<kwd lng="es"><![CDATA[reconocimiento de bordes]]></kwd>
<kwd lng="es"><![CDATA[oreja]]></kwd>
<kwd lng="en"><![CDATA[image processing]]></kwd>
<kwd lng="en"><![CDATA[border recognition]]></kwd>
<kwd lng="en"><![CDATA[ear]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="justify"><font face="verdana" size="4">Art&iacute;culos</font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><b>Detecci&oacute;n Estable de los Bordes de la Oreja en Im&aacute;genes 2D</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="3"><b><i>Stable Ear Border Recognition in 2D Images</i></b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>Alejandro Flores M&eacute;ndez y Ana Ant&iacute;gona M&eacute;ndez Cuanalo</b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><i>LIDETEA, Universidad La Salle.</i> <a href="mailto:aflores@ci.ulsa.mx">aflores@ci.ulsa.mx</a>, <a href="mailto:fierro.mendez@hotmail.com">fierro.mendez@hotmail.com</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">Art&iacute;culo recibido en Octubre 22, 2007    <br>   Aceptado en Agosto 18, 2008</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">En este reporte se presenta un nuevo m&eacute;todo para la detecci&oacute;n estable de los bordes principales de la oreja a partir de im&aacute;genes en colores RGB. El primer paso segmenta la imagen para eliminar el cabello y cualquier rasgo que no fuera piel, esto a partir de los datos obtenidos despu&eacute;s de transformar la imagen RGB a HSV. La imagen RGB es convertida en otra en tonos de gris y de &eacute;sta se elimina la informaci&oacute;n de aquellos pixeles que no hubieran sido seleccionados como piel. Sobre esta imagen se emplea una serie de t&eacute;cnicas para mejorar la detecci&oacute;n de bordes asociados a los principales rasgos de la oreja, entre los que destacan los filtros morfol&oacute;gicos. Cabe se&ntilde;alar que el sistema tuvo un buen comportamiento a&uacute;n en presencia de ruido, diferentes condiciones de iluminaci&oacute;n para las im&aacute;genes capturadas, diversos colores de piel de las personas, etc. Este trabajo es un primer paso para la identificaci&oacute;n y reconocimiento de personas a partir de los bordes de la oreja.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Palabras Clave: </b>procesamiento de im&aacute;genes, reconocimiento de bordes, oreja.</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">This paper contains a novel method for the stable border recognition of the main features of the ear for RGB images. For the recognition, we first do the segmentation of the image in order to eliminate the hair and any feature other than skin through the data contained in the HSV transformation. The RGB image is converted to a grayscale one, and from it the information of the pixels not related to skin is discarded. Then a series of techniques, mainly morphological filters, are used to enhance the border detection associated to the main features of the ear. The proposed system achieved good performance even in the presence of noise, different light conditions, skin colors, etc. This proposal has been thought as a first step toward human identification and recognition through ears borders.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords: </b>image processing, border recognition, ear.</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v13n2/v13n2a6.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">1. <b>Abbas, A., and G. Rutty. </b>"The Role of the Human Ear in the process of Forensic Identification." <i>BMedSci Thesis. </i>Universidad de Leicester. 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