<?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>1815-5928</journal-id>
<journal-title><![CDATA[Ingeniería Electrónica, Automática y Comunicaciones]]></journal-title>
<abbrev-journal-title><![CDATA[EAC]]></abbrev-journal-title>
<issn>1815-5928</issn>
<publisher>
<publisher-name><![CDATA[Universidad Tecnológica de La Habana José Antonio Echeverría, Cujae]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1815-59282020000300053</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Implementación de un detector de movimiento para cámaras inteligentes sobre sistemas embebidos]]></article-title>
<article-title xml:lang="en"><![CDATA[Implementation of a Motion Detector for smart cameras on embedded systems]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Garcés-Socarrás]]></surname>
<given-names><![CDATA[Luis M.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez-Correa]]></surname>
<given-names><![CDATA[Roberto]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cabrera Sarmiento]]></surname>
<given-names><![CDATA[Alejandro J.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez-Solano]]></surname>
<given-names><![CDATA[Santiago]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Brox Jiménez]]></surname>
<given-names><![CDATA[Piedad]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Tecnológica de La Habana &#8220;José Antonio Echeverría&#8221; (CUJAE)  ]]></institution>
<addr-line><![CDATA[ La Habana]]></addr-line>
<country>Cuba</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Hardent Inc.  ]]></institution>
<addr-line><![CDATA[ Montreal]]></addr-line>
<country>Canadá</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Instituto de Microelectrónica de Sevilla  ]]></institution>
<addr-line><![CDATA[ Sevilla]]></addr-line>
<country>España</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2020</year>
</pub-date>
<volume>41</volume>
<numero>3</numero>
<fpage>53</fpage>
<lpage>65</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_arttext&amp;pid=S1815-59282020000300053&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_abstract&amp;pid=S1815-59282020000300053&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_pdf&amp;pid=S1815-59282020000300053&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN Este artículo describe la implementación sobre hardware reconfigurable de un detector de movimiento para cámaras inteligentes el cual puede ser empleado en varios campos de aplicación. El sistema propuesto detecta el movimiento en una secuencia de vídeo identificando la región de interés para reducir el tiempo de procesado de los algoritmos de análisis e identificación posteriores. Como parte de este trabajo se realizan tres módulos de detección de movimiento basados en el modelo planteado por Reichardt &amp; Hassenstein para la detección bioinspirada de movimiento elemental, así como otros módulos auxiliares. Estos bloques han sido incorporados a la biblioteca de procesado de imágenes y vídeos XIL XSGImgLib, la cual permite simplificar y reducir el tiempo de diseño de las aplicaciones de procesado de imágenes y vídeos sobre los FPGA y SoC FPGA de Xilinx. Para la comprobación de los detectores se presenta una aplicación de detección de movimiento para un flujo espaciotemporal de vídeo, proveniente de un punto de control de tráfico vehicular, en un FPGA Spartan-6 LX45, arrojando mejoras en el tiempo de ejecución de la implementación del bloque de detección de movimiento elemental comparado con desarrollos similares reportados en la literatura consultada.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT This paper describes the implementation of a motion detector system for traffic control&#8217;s smart cameras on embedded devices that can be used in multiple application fields. The proposed system detects moving areas in video sequences, thus reducing the processing time of video analysis algorithms by selecting regions of interest. As part of this work, three motion detection modules, and auxiliary blocks, were developed based on the bio-inspired elementary motion detector presented by Reichardt &amp; Hassenstein. These motion detection modules have been incorporated in the portfolio of modules in the XIL XSGImgLib video and image processing library, which aims to speed-up and ease visual image processing applications over Xilinx FPGAs and SoC FPGAs. To test the detectors, a spatio-temporal motion detection application has been implemented on a Spartan-6 LX45 FPGA using video sequences from a vehicular traffic control point, showing execution time improvements on the elementary motion detector block compared with similar developments reported in the consulted literature.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Cámara inteligente]]></kwd>
<kwd lng="es"><![CDATA[procesado de imágenes]]></kwd>
<kwd lng="es"><![CDATA[detección de movimiento elemental]]></kwd>
<kwd lng="es"><![CDATA[FPGA]]></kwd>
<kwd lng="es"><![CDATA[XIL XSGImgLib]]></kwd>
<kwd lng="en"><![CDATA[Smart camera]]></kwd>
<kwd lng="en"><![CDATA[embedded image processing]]></kwd>
<kwd lng="en"><![CDATA[elementary motion detection]]></kwd>
<kwd lng="en"><![CDATA[FPGA-based system]]></kwd>
<kwd lng="en"><![CDATA[XIL XSGImgLib]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yi]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
</person-group>
<source><![CDATA[FPGA Implementation of Video Capture and Moving Target Detection System]]></source>
<year>2018</year>
<conf-name><![CDATA[ 10thInternational Conference on Communications, Circuits and Systems (ICCCAS&#8217;18)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>373-7</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Dong]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Real-time Motion Detection with High-speed Vision and Local Parallel Processing]]></source>
<year>2019</year>
<conf-name><![CDATA[ IEEE International Conference on Mechatronics and Automation (ICMA&#8217;19)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1079-84</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kupade]]></surname>
<given-names><![CDATA[R. N.]]></given-names>
</name>
<name>
<surname><![CDATA[Meenpal]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Nath]]></surname>
<given-names><![CDATA[P. K.]]></given-names>
</name>
</person-group>
<source><![CDATA[FPGA Implementation of Moving Object Segmentation using ABPD and Background Model]]></source>
<year>2019</year>
<numero>1</numero>
<conf-name><![CDATA[ IEEE International Conference on Electrical, Computer and Communication Technologies (ICECCT&#8217;19)]]></conf-name>
<conf-date>2019</conf-date>
<conf-loc> </conf-loc>
<issue>1</issue>
<page-range>1-5</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alshadoodee]]></surname>
<given-names><![CDATA[H. A. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Dhahir]]></surname>
<given-names><![CDATA[M. Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Rasool]]></surname>
<given-names><![CDATA[Z. H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Digital Camera in Movement Tracking on FPGA Board DE2]]></source>
<year>2019</year>
<conf-name><![CDATA[ International Russian Automation Conference (RusAutoCon&#8217;19)]]></conf-name>
<conf-date>2019</conf-date>
<conf-loc> </conf-loc>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bilal]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Khan]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Umar]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Khan]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Kyung]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Low-Complexity Pedestrian Detection Framework for Smart Video Surveillance Systems]]></article-title>
<source><![CDATA[IEEE Transactions on Circuits and Systems for Video Technology]]></source>
<year>2017</year>
<volume>27</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>2260-73</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garcés-Socarrás]]></surname>
<given-names><![CDATA[L. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cabrera Sarmiento]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez-Solano]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Brox Jiménez]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Ieno]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Pimenta]]></surname>
<given-names><![CDATA[T. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modificación automática de arquitecturas de módulos hardware de procesado de imágenes]]></article-title>
<source><![CDATA[Revista de Ingeniería Electrónica, Automática y Comunicaciones]]></source>
<year>2016</year>
<volume>XXXVII</volume>
<numero>3/2016</numero>
<issue>3/2016</issue>
<page-range>21-33</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yi]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
</person-group>
<source><![CDATA[Design of Moving Object Detection System Based on FPGA]]></source>
<year>2018</year>
<conf-name><![CDATA[ 10thInternational Conference on Communications, Circuits and Systems (ICCCAS&#8217;18)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>435-8</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bourrasset]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Maggiani]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Sérot]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Berry]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Dataflow object detection system for FPGA- based smart camera]]></article-title>
<source><![CDATA[IET Circuits, Devices &amp; Systems]]></source>
<year>2016</year>
<volume>10</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>280-91</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rohilla]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Raj]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kejriwal]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Kapoor]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[FPGA Accelerated Abandoned Object Detection]]></source>
<year>2016</year>
<conf-name><![CDATA[ International Conference on Computational Techniques in Information and Communication Technologies (ICCTICT&#8217;16)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>302-6</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Shekhar]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Vohra]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[FPGA-Based Real-Time Motion Detection for Automated Video Surveillance Systems]]></article-title>
<source><![CDATA[FPGA and SoC Devices Applied to New Trends in Image/Video and Signal Processing Fields]]></source>
<year>2016</year>
<volume>5</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-18</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Guo]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Kaye]]></surname>
<given-names><![CDATA[M. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Enhancement of Gaussian Background Modelling Algorithm for Moving Object Detection &amp; Its Implementation on FPGA]]></source>
<year>2015</year>
<conf-name><![CDATA[ IEEE 28th Canadian Conference on Electrical and Computer Engineering (CCECE&#8217;15)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>118-22</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jadhav]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Narvekar]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Mandawale]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Elgandelwar]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[FPGA Based Object Tracking System]]></source>
<year>2015</year>
<conf-name><![CDATA[ FifthInternational Conference on Communication Systems and Network Technologies]]></conf-name>
<conf-loc> </conf-loc>
<page-range>10-3</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kryjak]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Gorgon]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Real-time implementation of moving object in video surveillance systems using FPGA]]></article-title>
<source><![CDATA[Computer Science]]></source>
<year>2011</year>
<volume>12</volume>
<page-range>149-62</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vu Dang]]></surname>
<given-names><![CDATA[N. T.]]></given-names>
</name>
<name>
<surname><![CDATA[My]]></surname>
<given-names><![CDATA[L. N. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Quoc]]></surname>
<given-names><![CDATA[T. N.]]></given-names>
</name>
<name>
<surname><![CDATA[Hoang]]></surname>
<given-names><![CDATA[L. T.]]></given-names>
</name>
</person-group>
<source><![CDATA[Hardware Architecture Design For Vehicle Detection]]></source>
<year>2019</year>
<conf-name><![CDATA[ International Symposium on Electrical and Electronics Engineering (ISEE&#8217;19)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>33-6</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kau]]></surname>
<given-names><![CDATA[L.-J.]]></given-names>
</name>
<name>
<surname><![CDATA[Jhao]]></surname>
<given-names><![CDATA[G.-T.]]></given-names>
</name>
<name>
<surname><![CDATA[Lai]]></surname>
<given-names><![CDATA[W.-X.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Y.-R.]]></given-names>
</name>
</person-group>
<source><![CDATA[FPGA-based Moving object Detection with Interferences]]></source>
<year>2019</year>
<conf-name><![CDATA[ International Conference on Artificial Intelligence and Advanced Manufacturing (AIAM&#8217;19)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>181-4</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Korakoppa]]></surname>
<given-names><![CDATA[V. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Aradhya]]></surname>
<given-names><![CDATA[H. V. R.]]></given-names>
</name>
</person-group>
<collab>Mohana</collab>
<source><![CDATA[An Area Efficient FPGA Implementation of Moving Object Detection and Face Detection using Adaptive Threshold Method]]></source>
<year>2017</year>
<conf-name><![CDATA[ 2ndIEEE International Conference On Recent Trends in Electronics Information &amp; Communication Technology (RTEICT&#8217;17)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1606-11</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Allaoui]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Mouane]]></surname>
<given-names><![CDATA[H. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Asrih]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Mars]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[El hajjouji]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[El mourabit]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[FPGA-based implementation of Optical flow Algorithm]]></source>
<year>2017</year>
<conf-name><![CDATA[ 3rdInternational Conference on Electrical and Information Technologies (ICEIT&#8217;17)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-5</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Uetsuhara]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Tahara]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Manabe]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Shibata]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Implementation of a real-time image-based vibration detection and adaptive filtering on an FPGA]]></source>
<year>2018</year>
<conf-name><![CDATA[ Conference on Design and Architectures for Signal and Image Processing (DASIP&#8217;18)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>54-9</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chang]]></surname>
<given-names><![CDATA[C.-W.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhong]]></surname>
<given-names><![CDATA[Z.-Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Liou]]></surname>
<given-names><![CDATA[J.-J.]]></given-names>
</name>
</person-group>
<source><![CDATA[A FPGA Implementation of Farneback Optical Flow by High-Level Synthesis]]></source>
<year>2019</year>
<conf-name><![CDATA[ ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA&#8217;19)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>309</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>20</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Seyid]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Richaud]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Capoccia]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Leblebici]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[FPGA-Based Hardware Implementation of Real-Time Optical Flow Calculation]]></article-title>
<source><![CDATA[IEEE Transactions on Circuits and Systems for Video Technology]]></source>
<year>2018</year>
<volume>28</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>206-16</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>21</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Claveau]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Space-Variant Motion Detection for Active Visual Target Tracking]]></article-title>
<source><![CDATA[Robotics and Autonomous Systems]]></source>
<year>2009</year>
<page-range>11-22</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>22</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mota]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Ros]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Díaz]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ortigosa]]></surname>
<given-names><![CDATA[E. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Agis]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Carrillo]]></surname>
<given-names><![CDATA[R. R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Real-Time Visual Motion Detection of Overtaking Cars for Driving Assistance Using FPGAs]]></source>
<year>2004</year>
<volume>3203</volume>
<conf-name><![CDATA[ 14thInternational Conference on Field Programmable Logic and Application (FPL 2004)]]></conf-name>
<conf-loc>Leuven, Belgium </conf-loc>
<page-range>1158-61</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garland]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Le Grand]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Nickolls]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Anderson]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Hardwick]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Morton]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Phillips]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Volkov]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Parallel computing experiences with CUDA]]></article-title>
<source><![CDATA[IEEE Micro]]></source>
<year>2008</year>
<volume>28</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>13-27</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>24</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Borst]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Buss]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[An FPGA Implementation of Insect-Inspired Motion Detector for High-Speed Vision Systems]]></source>
<year>2008</year>
<conf-name><![CDATA[ IEEE International Conference on Robotics and Automation]]></conf-name>
<conf-loc> </conf-loc>
<page-range>19-23</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>25</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Köhler]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Röchter]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Lindemann]]></surname>
<given-names><![CDATA[J. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Möller]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bio-inspired motion detection in an FPGA-based smart camera module]]></article-title>
<source><![CDATA[Bioinspiration &amp; Biomimetics]]></source>
<year>2009</year>
<volume>4</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-15</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>26</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mota]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Ros]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Ortigosa]]></surname>
<given-names><![CDATA[E. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Pelayo]]></surname>
<given-names><![CDATA[F. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bio-inspired motion detection for a blind spot overtaking monitor]]></article-title>
<source><![CDATA[International Journal of Robotics and Automation]]></source>
<year>2004</year>
<numero>1</numero>
<issue>1</issue>
<page-range>190-6</page-range></nlm-citation>
</ref>
<ref id="B27">
<label>27</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garcés-Socarrás]]></surname>
<given-names><![CDATA[L. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Romero Ares]]></surname>
<given-names><![CDATA[D. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cabrera Sarmiento]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez-Solano]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Brox Jiménez]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Model-based implementation of self-configurable intellectual property modules for image histogram calculation in FPGAs]]></article-title>
<source><![CDATA[Ingeniería e Investigación]]></source>
<year>2017</year>
<volume>37</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>74-81</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>28</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garcés-Socarrás]]></surname>
<given-names><![CDATA[L. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cabrera Sarmiento]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez-Solano]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Brox Jiménez]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Ieno]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Pimenta]]></surname>
<given-names><![CDATA[T. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Self-Modifiable Image Processing Library for Model-Based Design on FPGAs]]></article-title>
<source><![CDATA[IEEE Latin America Transactions]]></source>
<year>2019</year>
<volume>17</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>742-50</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>29</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Harris]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
<name>
<surname><![CDATA[O&#8217;Carroll]]></surname>
<given-names><![CDATA[D. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Afterimages in fly motion vision]]></article-title>
<source><![CDATA[Vision Research]]></source>
<year>2002</year>
<volume>42</volume>
<numero>14</numero>
<issue>14</issue>
<page-range>1701-14</page-range></nlm-citation>
</ref>
<ref id="B30">
<label>30</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shoemaker]]></surname>
<given-names><![CDATA[P. A.]]></given-names>
</name>
<name>
<surname><![CDATA[O&#8217;Carroll]]></surname>
<given-names><![CDATA[D. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Straw]]></surname>
<given-names><![CDATA[A. D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Implementation of visual motion detection with contrast adaptation]]></article-title>
<source><![CDATA[SPIE Electronics and Structures for MEMS]]></source>
<year>2001</year>
<page-range>316-27</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
