<?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>2227-1899</journal-id>
<journal-title><![CDATA[Revista Cubana de Ciencias Informáticas]]></journal-title>
<abbrev-journal-title><![CDATA[Rev cuba cienc informat]]></abbrev-journal-title>
<issn>2227-1899</issn>
<publisher>
<publisher-name><![CDATA[Editorial Ediciones Futuro]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2227-18992020000300165</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Revisión de algoritmos de detección y seguimiento de objetos con redes profundas para videovigilancia inteligente]]></article-title>
<article-title xml:lang="en"><![CDATA[Algorithms for detection and tracking objects with deep networks for intelligent video surveillance: A review]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ameijeiras Sánchez]]></surname>
<given-names><![CDATA[David]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[González Diez]]></surname>
<given-names><![CDATA[Héctor R.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Hernández Heredia]]></surname>
<given-names><![CDATA[Yanio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad de las Ciencias Informáticas (UCI  ]]></institution>
<addr-line><![CDATA[ La Habana]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>09</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>09</month>
<year>2020</year>
</pub-date>
<volume>14</volume>
<numero>3</numero>
<fpage>165</fpage>
<lpage>195</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_arttext&amp;pid=S2227-18992020000300165&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_abstract&amp;pid=S2227-18992020000300165&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_pdf&amp;pid=S2227-18992020000300165&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN En la actualidad cada vez más se utilizan las redes neuronales profundas para resolver problemas de visión por computadora, como el reconocimiento y seguimiento de personas a través de una red de cámaras. Se realizó una revisión de los principales algoritmos de rastreo y detección de objetos, basados en redes profundas que permitirían conformar la arquitectura de un sistema de videovigilancia inteligente. Se determinó que: los algoritmos one-stage, son considerablemente más rápidos que los basados en propuestas de regiones, donde destaca SSD, y los algoritmos de rastreo offline tienen una mayor precisión comparado con los online, destacando a DeepSort como el más eficiente.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT Today, deep neural networks are increasingly used to solve computer vision problems, such as recognizing and tracking people through a network of cameras. A review of the main algorithms for tracking and object detection, based on deep networks, was carried out, which would make it possible to shape the architecture of an intelligent video surveillance system. It was determined that: one-stage algorithms are considerably faster than those based on region proposals, where SSD stands out, and offline tracking algorithms have a higher accuracy compared to online ones, highlighting DeepSort as the most efficient.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Videovigilancia inteligente]]></kwd>
<kwd lng="es"><![CDATA[Redes neuronales profundas]]></kwd>
<kwd lng="es"><![CDATA[Clasificación de objetos]]></kwd>
<kwd lng="es"><![CDATA[Seguimiento de objetos]]></kwd>
<kwd lng="en"><![CDATA[Intelligent video surveillance]]></kwd>
<kwd lng="en"><![CDATA[Deep neural networks]]></kwd>
<kwd lng="en"><![CDATA[Object classification]]></kwd>
<kwd lng="en"><![CDATA[Object tracking]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Aidouni]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Manal]]></surname>
</name>
</person-group>
<source><![CDATA[Understanding YOLO and YOLOv2.]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bewley]]></surname>
<given-names><![CDATA[Alex]]></given-names>
</name>
<name>
<surname><![CDATA[Ge]]></surname>
<given-names><![CDATA[Zongyuan]]></given-names>
</name>
<name>
<surname><![CDATA[Ott]]></surname>
<given-names><![CDATA[Lionel]]></given-names>
</name>
<name>
<surname><![CDATA[Ramos]]></surname>
<given-names><![CDATA[Fabio]]></given-names>
</name>
<name>
<surname><![CDATA[Upcroft]]></surname>
<given-names><![CDATA[Ben]]></given-names>
</name>
</person-group>
<source><![CDATA[Simple online and realtime tracking.]]></source>
<year>2016</year>
<page-range>3464-8</page-range><publisher-name><![CDATA[International Conference on Image Processing (ICIP)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ankit]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[A Quick Guide to Object Tracking: MDNET, GOTURN, ROLO]]></source>
<year>2017</year>
</nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Arcos-Garcia]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Aalvarez-Garcia]]></surname>
<given-names><![CDATA[J.A]]></given-names>
</name>
<name>
<surname><![CDATA[Ssoria-Morillo]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<source><![CDATA[Evaluation of deep neural networks for traffic sign detection systems.]]></source>
<year>2018</year>
<volume>316</volume>
<page-range>332-44</page-range><publisher-name><![CDATA[Neurocomputing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bathija]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Visual Object Detection and Tracking using YOLO and SORT. Visual Object Detection and Tracking using YOLO and SORT,]]></article-title>
<source><![CDATA[INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH &amp; TECHNOLOGY]]></source>
<year>2019</year>
<volume>8</volume>
<numero>11</numero>
<issue>11</issue>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bochkovskiy]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[C.-Y]]></given-names>
</name>
<name>
<surname><![CDATA[Liao]]></surname>
<given-names><![CDATA[H.-Y.M]]></given-names>
</name>
</person-group>
<source><![CDATA[YOLOv4: Optimal Speed and Accuracy of Object Detection]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ciaparrone]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Luque Sanchez]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Tabik]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Troiano]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Tagliaferri]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[Deep learning in video multi-object tracking: A survey.]]></source>
<year>2019</year>
<volume>381</volume>
<page-range>61-88</page-range><publisher-name><![CDATA[Neurocomputing. Elsevier BV]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dai]]></surname>
<given-names><![CDATA[Jifeng]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[He]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[R-FCN: Object detection via region-based fully convolutional networks.]]></source>
<year>2016</year>
<page-range>379-87</page-range><publisher-name><![CDATA[En Advances in neural information processing systems]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Darwishalzughaibi]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Ahmed Hakami]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Review of Human Motion Detection based on Background Subtraction Techniques.]]></article-title>
<source><![CDATA[International Journal of Computer Applications. Foundation of Computer Science]]></source>
<year>2015</year>
<volume>122</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>1-5</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ding]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Target tracking algorithm of information detection for wireless sensor network.]]></article-title>
<source><![CDATA[Journal of Computer Applications]]></source>
<year>2013</year>
<volume>33</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>939-42</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Duffy]]></surname>
</name>
<name>
<surname><![CDATA[Flynn]]></surname>
</name>
</person-group>
<source><![CDATA[Year in Computer Vision]]></source>
<year>2017</year>
<publisher-name><![CDATA[The M Tank]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Durán Suárez]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Redes neuronales convolucionales en R: Reconocimiento de caracteres escritos a mano.]]></source>
<year>2017</year>
<publisher-name><![CDATA[S.l.: Universidad de Sevilla]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[E Qing]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Jun]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.M]]></given-names>
</name>
</person-group>
<source><![CDATA[Human Motion Analysis Based On Silhouette and Centroid Displacement.]]></source>
<year>2013</year>
<volume>335</volume>
<page-range>1139-44</page-range><publisher-name><![CDATA[Applied Mechanics and Materials. Trans Tech Publications]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernandez-Carrobles]]></surname>
<given-names><![CDATA[M.M]]></given-names>
</name>
<name>
<surname><![CDATA[Deniz]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Maroto]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[Gun and Knife Detection Based on Faster R-CNN for Video Surveillance.]]></source>
<year>2019</year>
<page-range>441-52</page-range><publisher-name><![CDATA[Pattern Recognition and Image Analysis. Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fomin]]></surname>
<given-names><![CDATA[I.S]]></given-names>
</name>
<name>
<surname><![CDATA[Bakhshiev]]></surname>
<given-names><![CDATA[A.V]]></given-names>
</name>
</person-group>
<source><![CDATA[Research on Convolutional Neural Network for Object Classification in Outdoor Video Surveillance System]]></source>
<year>2019</year>
<page-range>221-9</page-range><publisher-name><![CDATA[Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Friedman]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Hastie]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Tibshirani]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[The elements of statistical learning.]]></source>
<year>2001</year>
<publisher-loc><![CDATA[New York. ]]></publisher-loc>
<publisher-name><![CDATA[Springer series in statistics]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Galarza]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Michelle]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Flores]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<source><![CDATA[Deteccion de peatones en la noche usando Faster R-CNN e imágenes infrarrojas.]]></source>
<year>2018</year>
<page-range>48-57</page-range><publisher-name><![CDATA[Ingenius]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gallehuillos]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Belongie]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Context based object categorization: A critical survey.]]></article-title>
<source><![CDATA[Computer Vision and Image Understanding.Elsevier BV]]></source>
<year>2010</year>
<volume>114</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>712-22</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Girshick]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Fast R-CNN. 2015 IEEE International Conference on Computer Vision (ICCV)]]></source>
<year>2015</year>
<page-range>1440-8</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<collab>Haroldwkuhn</collab>
<article-title xml:lang=""><![CDATA[The hungarian method for the assignment problem.]]></article-title>
<source><![CDATA[Naval research logistics quarterly]]></source>
<year>1955</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>83-97</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[He]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Gkioxari]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Dollár]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Girshick]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Mask RCNN. 2017 IEEE International Conference on Computer Vision]]></source>
<year>2017</year>
<page-range>1440-8</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[He]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Spatial pyramid pooling in deep convolutional networks for visual recognition]]></source>
<year>2014</year>
<page-range>346-61</page-range><publisher-name><![CDATA[ECCV]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Henriques]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Caseiro]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Martins]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Batista]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[High-Speed Tracking with Kernelized Correlation Filters.]]></article-title>
<source><![CDATA[Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>2015</year>
<volume>37</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>583-96</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jia]]></surname>
<given-names><![CDATA[H.-X]]></given-names>
</name>
<name>
<surname><![CDATA[Zhan]]></surname>
<given-names><![CDATA[G.-J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multiple Kernels Based Object Tracking Using Histograms of Oriented Gradients. Acta Automatica Sinica.]]></article-title>
<source><![CDATA[China Science Publishing &amp; Media Ltd]]></source>
<year>2009</year>
<volume>35</volume>
<numero>10</numero>
<issue>10</issue>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kalman]]></surname>
<given-names><![CDATA[R.E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A new approach to linear filtering and prediction problems.]]></article-title>
<source><![CDATA[Journal of basic. Engineering]]></source>
<year>1960</year>
<volume>82</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>35-45</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Law]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Deng]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[CornerNet: Detecting objects as paired keypoints. ECCV.]]></source>
<year>2018</year>
<publisher-name><![CDATA[Meta learning for semisupervised few shot classification]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Leal-Taixe]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Milan]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Reid]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[Roth]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Konrad]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Towards a benchmark for multi-target tracking]]></source>
<year>2015</year>
</nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Li]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Deep learning for generic object detection: A survey.]]></article-title>
<source><![CDATA[International journal of computer vision]]></source>
<year>2020</year>
<volume>128</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>261-318</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Wei]]></given-names>
</name>
<name>
<surname><![CDATA[Anguelov]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Eehan]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Szegedy]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Reed]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Fu]]></surname>
<given-names><![CDATA[C.-Y]]></given-names>
</name>
<name>
<surname><![CDATA[Berg]]></surname>
<given-names><![CDATA[A.C]]></given-names>
</name>
</person-group>
<source><![CDATA[SSD: Single Shot MultiBox Detector.]]></source>
<year>2016</year>
<page-range>21-37.</page-range><publisher-name><![CDATA[Computer Vision ECCV]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
<name>
<surname><![CDATA[Luo]]></surname>
<given-names><![CDATA[Y.-N]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mean Shift tracking algorithm based on background optimization.]]></article-title>
<source><![CDATA[Journal of Computer Applications]]></source>
<year>2009</year>
<volume>29</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1015-7</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lowe]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[David]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Distinctive Image Features from Scale-Invariant Keypoints]]></article-title>
<source><![CDATA[International Journal of Computer Vision. Springer Science and Business Media LLC]]></source>
<year>2004</year>
<volume>60</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>91-110</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nam]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Han]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<source><![CDATA[Learning Multi-Domain Convolutional Neural Networks for Visual Tracking]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nicolai Wojke]]></surname>
<given-names><![CDATA[D.P]]></given-names>
</name>
<name>
<surname><![CDATA[Bewley]]></surname>
<given-names><![CDATA[Alex]]></given-names>
</name>
</person-group>
<source><![CDATA[SIMPLE ONLINE AND REALTIME TRACKING WITH A DEEP ASSOCIATION METRIC]]></source>
<year>2017</year>
<page-range>3645-9</page-range><publisher-name><![CDATA[International Conference on Image Processing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ning]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Huang]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Cai]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[He]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
</person-group>
<source><![CDATA[Spatially supervised recurrent convolutional neural networks for visual object tracking]]></source>
<year>2017</year>
<page-range>1-4</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pal]]></surname>
<given-names><![CDATA[S.K]]></given-names>
</name>
<name>
<surname><![CDATA[Shiu]]></surname>
<given-names><![CDATA[S.C.K]]></given-names>
</name>
</person-group>
<source><![CDATA[Foundations of Case-Based Reasoning]]></source>
<year>2004</year>
<publisher-name><![CDATA[JohnWiley &amp; Sons, Inc]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Petrosino]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Maddalena]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural Networks in Video Surveillance: A Perspective View.]]></source>
<year>2012</year>
</nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Piotr]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Ron]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Serge]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Pietro]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Fast feature pyramids for object detection.]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>2014</year>
<volume>36</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>1532-45</page-range></nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Redmon]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Divvala]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Girshick]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Farhadi]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[You Only Look Once: Unified, Real-Time Object Detection.]]></source>
<year>2016</year>
<publisher-name><![CDATA[2016 IEEE Conference on Computer Vision and Pattern Recpgnition (CVPR)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Redmon]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Farhadi]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[YOLO9000: Better, Faster, Stronger. 2017 IEEE]]></source>
<year>2017</year>
<publisher-name><![CDATA[Conference on Computer Vision and Pattern Recognition (CVPR)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Redmon]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Farhadi]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[YOLOv3:An Incremental Improvement.]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[He]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Girshick]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Faster r-cnn: Towards real-time object detection with region proposal networks.]]></source>
<year>2015</year>
<page-range>91-9</page-range><publisher-name><![CDATA[Advances in neural information processing systems]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[He]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Girshick]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Faster R-CNN: Towards Real Time Object Detection with Region Proposal Networks.]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence.]]></source>
<year>2017</year>
<volume>39</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>1137-49</page-range><publisher-name><![CDATA[Institute of Electrical and Electronics Engineers]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Russakovsky]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Deng]]></surname>
<given-names><![CDATA[Jia]]></given-names>
</name>
<name>
<surname><![CDATA[Su]]></surname>
<given-names><![CDATA[Hao]]></given-names>
</name>
<name>
<surname><![CDATA[Krause]]></surname>
<given-names><![CDATA[Jonathan]]></given-names>
</name>
<name>
<surname><![CDATA[Satheesh]]></surname>
<given-names><![CDATA[Sanjeev]]></given-names>
</name>
<name>
<surname><![CDATA[Ma]]></surname>
<given-names><![CDATA[Sean]]></given-names>
</name>
<name>
<surname><![CDATA[Huang]]></surname>
<given-names><![CDATA[Zuiheng]]></given-names>
</name>
<name>
<surname><![CDATA[Karpaathy]]></surname>
<given-names><![CDATA[Andrej]]></given-names>
</name>
<name>
<surname><![CDATA[Khosla]]></surname>
<given-names><![CDATA[Aditya]]></given-names>
</name>
<name>
<surname><![CDATA[Bernstein]]></surname>
<given-names><![CDATA[Michael]]></given-names>
</name>
<name>
<surname><![CDATA[Alexander]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[F.-F]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[ImageNet Large Scale Visual Recognition Challenge.]]></article-title>
<source><![CDATA[I. nternational Journal of Computer Vision.Springer Science and Business Media LLC]]></source>
<year>2015</year>
<volume>115</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>211-52</page-range></nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Salas]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Redes neuronales artificiales.]]></source>
<year>2004</year>
<volume>1</volume>
<publisher-name><![CDATA[Universidad de Valpara&#305;so. Departamento de Computación]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Santos]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<source><![CDATA[GoogleNet Artificial Inteligence.]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lin]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Q]]></given-names>
</name>
<name>
<surname><![CDATA[Yan]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Network in network]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sreenu]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Saleem Dueai]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Intelligent video surveillance: a review through deep learning techniques for crowd analysis.]]></article-title>
<source><![CDATA[Journal of Big Data. Springer Science and Business Media LLC]]></source>
<year>2019</year>
<volume>6</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B48">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Fast MEANSHIFT Algorithm-Based Target Tracking System]]></article-title>
<source><![CDATA[Sensors]]></source>
<year>2012</year>
<volume>12</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>8218-35</page-range></nlm-citation>
</ref>
<ref id="B49">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vassilios]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Tasos]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Video surveillance systems-current status and future trends.]]></source>
<year>2018</year>
<page-range>736-56</page-range><publisher-name><![CDATA[Computers&amp;Electrical Engineering. Elsevier BV]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B50">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Intelligent multi-camera video surveillance: A review.]]></article-title>
<source><![CDATA[Pattern Recognition Letters]]></source>
<year>2013</year>
<volume>34</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>3-19.</page-range></nlm-citation>
</ref>
<ref id="B51">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wei]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Kehtarnavaz]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Semi-Supervised Faster RCNN-Based Person Detection and Load Classification for Far Field Video Surveillance.]]></article-title>
<source><![CDATA[Machine Learning and Knowledge Extraction]]></source>
<year>2019</year>
<volume>1</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>756-67</page-range></nlm-citation>
</ref>
<ref id="B52">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Witten]]></surname>
<given-names><![CDATA[I.H]]></given-names>
</name>
<name>
<surname><![CDATA[Frank]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<source><![CDATA[Data Mining: Practical machine learning tools and techniques.]]></source>
<year>2005</year>
<publisher-name><![CDATA[Morgan Kaufmann]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B53">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Han]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Gao]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Object class detection: A survey.]]></article-title>
<source><![CDATA[ACM Computing Surveys]]></source>
<year>2013</year>
<volume>46</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B54">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<source><![CDATA[Real-time vehicle detection and tracking in video based on faster R-CNN.]]></source>
<year>2017</year>
<publisher-name><![CDATA[Journal of Physics: Conference Series]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B55">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhansheng]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Application of Moving Object Tracking Based on Kalman Filter Algorithm.]]></article-title>
<source><![CDATA[Journal of Applied Sciences. Science Alert]]></source>
<year>2013</year>
<volume>13</volume>
<numero>19</numero>
<issue>19</issue>
<page-range>4096-8</page-range></nlm-citation>
</ref>
<ref id="B56">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[Z.-Q]]></given-names>
</name>
<name>
<surname><![CDATA[Zheng]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Object detection with deep learning: A review.]]></article-title>
<source><![CDATA[IEEE transactions on neural networks and learning systems]]></source>
<year>2019</year>
<volume>30</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>3212-32</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
