<?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>S1405-55462022000401635</article-id>
<article-id pub-id-type="doi">10.13053/cys-26-4-4436</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Towards an Active Foveated Approach to Computer Vision]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Dematties]]></surname>
<given-names><![CDATA[Dario]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rizzi]]></surname>
<given-names><![CDATA[Silvio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Thiruvathukal]]></surname>
<given-names><![CDATA[George K.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Wainselboim]]></surname>
<given-names><![CDATA[Alejandro]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Northwestern University Northwestern Argonne Institute of Science and Engineering ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>USA</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Argonne Leadership Computer Facility Argonne National Laboratory ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>United States</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Loyola University Chicago Computer Science Department ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>United States</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Instituto de Ciencias Humanas, Sociales y Ambientales CONICET Mendoza Technological Scientific ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Argentina</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2022</year>
</pub-date>
<volume>26</volume>
<numero>4</numero>
<fpage>1635</fpage>
<lpage>1647</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462022000401635&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462022000401635&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462022000401635&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: In this paper, a series of experimental methods are presented explaining a new approach towards active foveated Computer Vision (CV). This is a collaborative effort between researchers at CONICET Mendoza Technological Scientific Center from Argentina, Argonne National Laboratory (ANL), and Loyola University Chicago from the US. The aim is to advance new CV approaches more in line with those found in biological agents in order to bring novel solutions to the main problems faced by current CV applications. Basically this work enhance Self-supervised (SS) learning, incorporating foveated vision plus saccadic behavior in order to improve training and computational efficiency without reducing performance significantly. This paper includes a compendium of methods&#8217; explanations, and since this is a work that is currently in progress, only preliminary results are provided. We also make our code fully available.fn]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Foveated computer vision]]></kwd>
<kwd lng="en"><![CDATA[saccadic behavior]]></kwd>
<kwd lng="en"><![CDATA[reinforcement learning]]></kwd>
<kwd lng="en"><![CDATA[self-supervised learning]]></kwd>
<kwd lng="en"><![CDATA[General-Purpose Graphics Processing Units (GPGPUs)]]></kwd>
</kwd-group>
</article-meta>
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