<?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>1390-7697</journal-id>
<journal-title><![CDATA[Revista Científica y Tecnológica UPSE (RCTU)]]></journal-title>
<abbrev-journal-title><![CDATA[RCTU]]></abbrev-journal-title>
<issn>1390-7697</issn>
<publisher>
<publisher-name><![CDATA[Universidad Estatal Península de Santa Elena]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1390-76972024000200092</article-id>
<article-id pub-id-type="doi">10.26423/rctu.v11i2.838</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Aprendizaje Profundo aplicado a la clasificación de granos de cacao (Theobroma cacao L.) según la calidad de fermentación]]></article-title>
<article-title xml:lang="en"><![CDATA[Deep Learning Applied to the Classification of Cocoa Beans (Theobroma cacao L.) According to Fermentation Quality]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Vicuña Pino]]></surname>
<given-names><![CDATA[Ariosto Eugenio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Molina Noboa]]></surname>
<given-names><![CDATA[Jorge Farouk]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Espín Carrasco]]></surname>
<given-names><![CDATA[Luis Miguel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Erazo Moreta]]></surname>
<given-names><![CDATA[Orlando Ramiro]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Técnica Estatal de Quevedo  ]]></institution>
<addr-line><![CDATA[Quevedo Los Ros]]></addr-line>
<country>Ecuador</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2024</year>
</pub-date>
<volume>11</volume>
<numero>2</numero>
<fpage>92</fpage>
<lpage>104</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_arttext&amp;pid=S1390-76972024000200092&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_abstract&amp;pid=S1390-76972024000200092&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_pdf&amp;pid=S1390-76972024000200092&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN La fermentación del grano de Theobroma cacao L. es un proceso postcosecha importante para el desarrollo de sus propiedades y del aroma. Aunque se trata de un proceso complejo, los agricultores utilizan métodos empíricos/tradicionales para determinar su grado de fermentación, como es la &#8220;Prueba de corte&#8221; realizada manualmente. No obstante, este tipo de técnicas podría tener una alternativa basada en computadores. Por ello, en este estudio se analizó el uso de redes neuronales convolucionales (CNN) basadas en el aprendizaje profundo, para determinar el grado de fermentación de los granos de cacao. Para el efecto, se desarrolló un modelo cuyo rendimiento fue comprobado en términos de precisión y matriz de confusión. Este modelo alcanzó una exactitud positiva del 82 % y una matriz de confusión con números favorables en los elementos diagonales. Estos resultados dan muestra de que CNN es una opción viable para la clasificación de granos de cacao, según su fermentación.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT The Theobroma cacao L. bean fermentation is an important post-harvest process for the development of its properties and aroma. Although cocoa fermentation is complex, farmers use empirical methods to determine its degree of fermentation. One of the traditional techniques used to recognize the quality of fermentation is the &#8220;Cut Test&#8221;, performed by a person manually. However, this type of techniques could have a computer-based alternative. Therefore, in this study, the use of convolutional neural networks (CNN) based on deep learning was analyzed to determine the degree of fermentation of cocoa beans. For this purpose, a model was developed whose performance was verified in terms of precision and confusion matrix. This model achieved a positive accuracy of 82 % and a confusion matrix with favorable numbers on the diagonal elements. These results show that CNN is a viable option for the classification of cocoa beans based on their fermentation.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Red Neuronal Convolucional]]></kwd>
<kwd lng="es"><![CDATA[Inteligencia Artificial]]></kwd>
<kwd lng="es"><![CDATA[Fermentación de cacao]]></kwd>
<kwd lng="es"><![CDATA[Granos de cacao.]]></kwd>
<kwd lng="en"><![CDATA[Convolutional Neural Network]]></kwd>
<kwd lng="en"><![CDATA[Artificial Intelligence]]></kwd>
<kwd lng="en"><![CDATA[Cocoa Fermentation]]></kwd>
<kwd lng="en"><![CDATA[Cocoa Beans.]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Classification of fermented cocoa beans (cut test) using computer vision.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[OLIVEIRA]]></surname>
<given-names><![CDATA[Marciano M.]]></given-names>
</name>
<name>
<surname><![CDATA[CERQUEIRA]]></surname>
<given-names><![CDATA[Breno V.]]></given-names>
</name>
<name>
<surname><![CDATA[BARBON]]></surname>
<given-names><![CDATA[Sylvio]]></given-names>
</name>
<name>
<surname><![CDATA[BARBIN]]></surname>
<given-names><![CDATA[Douglas F]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Food Composition and Analysis]]></source>
<year>2021</year>
<volume>97</volume>
<page-range>103771</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Impact of fermentation on nitrogenous compounds of cocoa beans (Theobroma cacao L.) from various origins.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[HUE]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[GUNATA]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[BREYSSE]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[DAVRIEUX]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[BOULANGER]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[SAUVAGE]]></surname>
<given-names><![CDATA[F. X]]></given-names>
</name>
</person-group>
<source><![CDATA[Food Chemistry.]]></source>
<year>2016</year>
<volume>192</volume>
<page-range>958-964.</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Fermentation of cocoa beans: influence of microbial activities and polyphenol concentrations on the flavour of chocolate.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[CAMU]]></surname>
<given-names><![CDATA[Nicholas]]></given-names>
</name>
<name>
<surname><![CDATA[DE WINTER]]></surname>
<given-names><![CDATA[Tom]]></given-names>
</name>
<name>
<surname><![CDATA[ADDO]]></surname>
<given-names><![CDATA[Solomon K.]]></given-names>
</name>
<name>
<surname><![CDATA[TAKRAMA]]></surname>
<given-names><![CDATA[Jemmy S.]]></given-names>
</name>
<name>
<surname><![CDATA[BERNAERT]]></surname>
<given-names><![CDATA[Herwig]]></given-names>
</name>
<name>
<surname><![CDATA[DE VUYST]]></surname>
<given-names><![CDATA[Luc]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of the Science of Food and Agriculture.]]></source>
<year>2008</year>
<volume>88</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>2288-97</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Diseño e implementación de un prototipo clasificador de granos de cacao usando Visión Artificial y Machine Learning]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[MORÁN]]></surname>
<given-names><![CDATA[Bajaña]]></given-names>
</name>
<name>
<surname><![CDATA[ANGEL]]></surname>
<given-names><![CDATA[Luis]]></given-names>
</name>
<name>
<surname><![CDATA[GALLARDO]]></surname>
<given-names><![CDATA[Paladines]]></given-names>
</name>
<name>
<surname><![CDATA[AARÓN]]></surname>
<given-names><![CDATA[Josué]]></given-names>
</name>
</person-group>
<source><![CDATA[Online]]></source>
<year>2021</year>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Inline roasting hyphenated with gas chromatography-mass spectrometry as an innovative approach for assessment of cocoa fermentation quality and aroma formation potential]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[VAN DURME]]></surname>
<given-names><![CDATA[Jim]]></given-names>
</name>
<name>
<surname><![CDATA[INGELS]]></surname>
<given-names><![CDATA[Isabel]]></given-names>
</name>
<name>
<surname><![CDATA[DE WINNE]]></surname>
<given-names><![CDATA[Ann]]></given-names>
</name>
</person-group>
<source><![CDATA[Food Chemistry]]></source>
<year>2016</year>
<volume>205</volume>
<page-range>66-72</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Effects of fermentation and drying on the fermentation index and cut test of pulp pre-conditioned Ghanaian cocoa (Theobroma cacao) beans]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[KONGOR]]></surname>
<given-names><![CDATA[JE]]></given-names>
</name>
<name>
<surname><![CDATA[TAKRAMA]]></surname>
<given-names><![CDATA[JF]]></given-names>
</name>
<name>
<surname><![CDATA[BUDU]]></surname>
<given-names><![CDATA[AS]]></given-names>
</name>
<name>
<surname><![CDATA[MENSAH-BROWN]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<source><![CDATA[Online]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[What Is Machine Learning?]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[EL NAQA]]></surname>
<given-names><![CDATA[Issam]]></given-names>
</name>
<name>
<surname><![CDATA[MURPHY]]></surname>
<given-names><![CDATA[Martin J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Machine Learning in Radiation Oncology]]></source>
<year>2015</year>
<page-range>3-11</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Convolutional Neural Network Application in Smart Farming.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[ADHITYA]]></surname>
<given-names><![CDATA[Yudhi]]></given-names>
</name>
<name>
<surname><![CDATA[PRAKOSA]]></surname>
<given-names><![CDATA[Setya Widyawan]]></given-names>
</name>
<name>
<surname><![CDATA[KÖPPEN]]></surname>
<given-names><![CDATA[Mario]]></given-names>
</name>
<name>
<surname><![CDATA[LEU]]></surname>
<given-names><![CDATA[Jenq Shiou]]></given-names>
</name>
</person-group>
<source><![CDATA[Springer]]></source>
<year>2019</year>
<volume>1100</volume>
<page-range>287-97</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Object Detectors Emerge in Deep Scene CNNs]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[ZHOU]]></surname>
<given-names><![CDATA[Bolei]]></given-names>
</name>
<name>
<surname><![CDATA[KHOSLA]]></surname>
<given-names><![CDATA[Aditya]]></given-names>
</name>
<name>
<surname><![CDATA[LAPEDRIZA]]></surname>
<given-names><![CDATA[Agata]]></given-names>
</name>
<name>
<surname><![CDATA[OLIVA]]></surname>
<given-names><![CDATA[Aude]]></given-names>
</name>
<name>
<surname><![CDATA[TORRALBA]]></surname>
<given-names><![CDATA[Antonio]]></given-names>
</name>
</person-group>
<source><![CDATA[Computer Vision and Pattern Recognition (cs.CV)]]></source>
<year>2014</year>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Deep Learning Applications in Agriculture: A Short Review]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[SANTOS]]></surname>
<given-names><![CDATA[Luís]]></given-names>
</name>
<name>
<surname><![CDATA[SANTOS]]></surname>
<given-names><![CDATA[Filipe N.]]></given-names>
</name>
<name>
<surname><![CDATA[OLIVEIRA]]></surname>
<given-names><![CDATA[Paulo Moura]]></given-names>
</name>
<name>
<surname><![CDATA[SHINDE]]></surname>
<given-names><![CDATA[Pranjali]]></given-names>
</name>
</person-group>
<source><![CDATA[Advances in Intelligent Systems and Computing]]></source>
<year>2019</year>
<volume>1092</volume>
<page-range>139-51</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Robust Powerline Equipment Inspection System Based on a Convolutional Neural Network]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[SIDDIQUI]]></surname>
<given-names><![CDATA[Zahid Ali]]></given-names>
</name>
<name>
<surname><![CDATA[PARK]]></surname>
<given-names><![CDATA[Unsang]]></given-names>
</name>
<name>
<surname><![CDATA[LEE]]></surname>
<given-names><![CDATA[Sang Woong]]></given-names>
</name>
<name>
<surname><![CDATA[JUNG]]></surname>
<given-names><![CDATA[Nam Joon]]></given-names>
</name>
<name>
<surname><![CDATA[CHOI]]></surname>
<given-names><![CDATA[Minhee]]></given-names>
</name>
<name>
<surname><![CDATA[LIM]]></surname>
<given-names><![CDATA[Chanuk]]></given-names>
</name>
<name>
<surname><![CDATA[SEO]]></surname>
<given-names><![CDATA[Jang Hun]]></given-names>
</name>
</person-group>
<source><![CDATA[Sensors]]></source>
<year>2018</year>
<volume>18</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>3837</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Venkatesh. A. taxonomy of deep convolutional neural nets for computer vision]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[SRINIVAS]]></surname>
<given-names><![CDATA[Suraj]]></given-names>
</name>
<name>
<surname><![CDATA[SARVADEVABHATLA]]></surname>
<given-names><![CDATA[Ravi Kiran]]></given-names>
</name>
<name>
<surname><![CDATA[MOPURI]]></surname>
<given-names><![CDATA[Konda Reddy]]></given-names>
</name>
<name>
<surname><![CDATA[PRABHU]]></surname>
<given-names><![CDATA[Nikita]]></given-names>
</name>
<name>
<surname><![CDATA[KRUTHIVENTI]]></surname>
<given-names><![CDATA[Srinivas S.S.]]></given-names>
</name>
<name>
<surname><![CDATA[BABU]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Frontiers Robotics AI.]]></source>
<year>2016</year>
<page-range>36</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Some Improvements on Deep Convolutional Neural Network Based Image Classification.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[HOWARD]]></surname>
<given-names><![CDATA[Andrew G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Computer Vision and Pattern Recognition.]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Convolutional neural networks for image classification.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[JMOUR]]></surname>
<given-names><![CDATA[Nadia]]></given-names>
</name>
<name>
<surname><![CDATA[ZAYEN]]></surname>
<given-names><![CDATA[Sehla]]></given-names>
</name>
<name>
<surname><![CDATA[ABDELKRIM]]></surname>
<given-names><![CDATA[Afef.]]></given-names>
</name>
</person-group>
<source><![CDATA[2018 International Conference on Advanced Systems and Electric Technologies]]></source>
<year>2018</year>
<page-range>397-402</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A review of machine learning applications in Cacao Post-harvest management.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[FERRANCOL FERRAN]]></surname>
<given-names><![CDATA[Zhaira Marianne]]></given-names>
</name>
<name>
<surname><![CDATA[TAMAYO ONGQUIT]]></surname>
<given-names><![CDATA[Luisa Ann]]></given-names>
</name>
<name>
<surname><![CDATA[ROMEROSO ARBOLEDA]]></surname>
<given-names><![CDATA[Edwin]]></given-names>
</name>
</person-group>
<source><![CDATA[International Journal of Science and Research Archive.]]></source>
<year>2024</year>
<volume>2024</volume>
<numero>01</numero>
<issue>01</issue>
<page-range>1540-50</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Machine Learning as a Strategic Tool: A Comprehensive Literature Review for Advancing Agricultural Analysis, with Emphasis on the Cocoa Bean Quality Assessment]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[OMAS-AS]]></surname>
<given-names><![CDATA[Andrey M.]]></given-names>
</name>
<name>
<surname><![CDATA[ARBOLEDA]]></surname>
<given-names><![CDATA[Edwin R.]]></given-names>
</name>
<name>
<surname><![CDATA[DAANG]]></surname>
<given-names><![CDATA[Jewelle Abbygale M.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Journal of Scientific Research and Engineering Development.]]></source>
<year>2024</year>
<volume>7</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A comprehensive review on automation in agriculture using artificial intelligence.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[JHA]]></surname>
<given-names><![CDATA[Kirtan]]></given-names>
</name>
<name>
<surname><![CDATA[DOSHI]]></surname>
<given-names><![CDATA[Aalap]]></given-names>
</name>
<name>
<surname><![CDATA[PATEL]]></surname>
<given-names><![CDATA[Poojan]]></given-names>
</name>
<name>
<surname><![CDATA[SHAH]]></surname>
<given-names><![CDATA[Manan.]]></given-names>
</name>
</person-group>
<source><![CDATA[Artificial Intelligence in Agriculture]]></source>
<year>2019</year>
<volume>2</volume>
<page-range>1-12</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Artificial Vision Technique to Detect and Classify Cocoa Beans]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[ZHININ-VERA]]></surname>
<given-names><![CDATA[Luis]]></given-names>
</name>
<name>
<surname><![CDATA[ZHIMINAICELA-CABRERA]]></surname>
<given-names><![CDATA[Jonathan]]></given-names>
</name>
<name>
<surname><![CDATA[PRETEL]]></surname>
<given-names><![CDATA[Elena]]></given-names>
</name>
<name>
<surname><![CDATA[SUÁREZ]]></surname>
<given-names><![CDATA[Pamela]]></given-names>
</name>
<name>
<surname><![CDATA[CHANG]]></surname>
<given-names><![CDATA[Oscar]]></given-names>
</name>
<name>
<surname><![CDATA[CASTRO]]></surname>
<given-names><![CDATA[Francesc Antón]]></given-names>
</name>
<name>
<surname><![CDATA[LÓPEZ DE LA ROSA]]></surname>
<given-names><![CDATA[Francisco]]></given-names>
</name>
</person-group>
<source><![CDATA[International Work-Conference on Artificial Neural Networks.]]></source>
<year>2023</year>
<page-range>217-28</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Gradient-based learning applied to document recognition]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[LECUN]]></surname>
<given-names><![CDATA[Yann]]></given-names>
</name>
<name>
<surname><![CDATA[BOTTOU]]></surname>
<given-names><![CDATA[Léon]]></given-names>
</name>
<name>
<surname><![CDATA[BENGIO]]></surname>
<given-names><![CDATA[Yoshua]]></given-names>
</name>
<name>
<surname><![CDATA[HAFFNER]]></surname>
<given-names><![CDATA[Patrick]]></given-names>
</name>
</person-group>
<source><![CDATA[Proceedings of the IEEE]]></source>
<year>1998</year>
<volume>86</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>2278-323</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Recent advances in convolutional neural networks]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[GU]]></surname>
<given-names><![CDATA[Jiuxiang]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Zhenhua]]></given-names>
</name>
<name>
<surname><![CDATA[KUEN]]></surname>
<given-names><![CDATA[Jason]]></given-names>
</name>
<name>
<surname><![CDATA[MA]]></surname>
<given-names><![CDATA[Lianyang]]></given-names>
</name>
<name>
<surname><![CDATA[SHAHROUDY]]></surname>
<given-names><![CDATA[Amir]]></given-names>
</name>
<name>
<surname><![CDATA[SHUAI]]></surname>
<given-names><![CDATA[Bing]]></given-names>
</name>
<name>
<surname><![CDATA[LIU]]></surname>
<given-names><![CDATA[Ting]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Xingxing]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Gang]]></given-names>
</name>
<name>
<surname><![CDATA[CAI]]></surname>
<given-names><![CDATA[Jianfei]]></given-names>
</name>
<name>
<surname><![CDATA[CHEN]]></surname>
<given-names><![CDATA[Tsuhan]]></given-names>
</name>
</person-group>
<source><![CDATA[Pattern Recognition]]></source>
<year>2018</year>
<volume>77</volume>
<page-range>354-77</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Análisis de textura basado en la matriz de ocurrencia de niveles de gris.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[HERNÁNDEZ PACHECO]]></surname>
<given-names><![CDATA[Denis]]></given-names>
</name>
</person-group>
<source><![CDATA[Online]]></source>
<year>2008</year>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[INSTITUTO ECUATORIANO DE]]></surname>
<given-names><![CDATA[NORMALIZACIÓN]]></given-names>
</name>
</person-group>
<source><![CDATA[Cacao en grano. Requisitos. Quito]]></source>
<year>2006</year>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Conteo de plantas de agave usando redes neuronales convolucionales e imágenes adquiridas desde un vehículo aéreo no tripulado.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[HERNÁNDEZ-CALVARIO]]></surname>
<given-names><![CDATA[Omar]]></given-names>
</name>
<name>
<surname><![CDATA[FLORIÁN]]></surname>
<given-names><![CDATA[Frida]]></given-names>
</name>
<name>
<surname><![CDATA[SÁNCHEZ]]></surname>
<given-names><![CDATA[María Guadalupe]]></given-names>
</name>
<name>
<surname><![CDATA[ÁVILA-GEORGE]]></surname>
<given-names><![CDATA[Himer]]></given-names>
</name>
<name>
<surname><![CDATA[HERNÁNDEZ-CALVARIO]]></surname>
<given-names><![CDATA[Omar]]></given-names>
</name>
<name>
<surname><![CDATA[FLORIÁN]]></surname>
<given-names><![CDATA[Frida]]></given-names>
</name>
<name>
<surname><![CDATA[SÁNCHEZ]]></surname>
<given-names><![CDATA[María Guadalupe]]></given-names>
</name>
<name>
<surname><![CDATA[ÁVILA-GEORGE]]></surname>
<given-names><![CDATA[Himer]]></given-names>
</name>
</person-group>
<source><![CDATA[Revista Ibérica de Sistemas e Tecnologias de Informação]]></source>
<year>2022</year>
<volume>2022</volume>
<numero>45</numero>
<issue>45</issue>
<page-range>64-76</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Segmented and Non-Segmented Skin Lesions Classification Using Transfer Learning and Adaptive Moment Learning Rate Technique Using Pretrained Convolutional Neural Network]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[ALQUDAH]]></surname>
<given-names><![CDATA[Ali Mohammad]]></given-names>
</name>
<name>
<surname><![CDATA[ALQURAN]]></surname>
<given-names><![CDATA[Hiam]]></given-names>
</name>
<name>
<surname><![CDATA[QASMIEH]]></surname>
<given-names><![CDATA[Isam Abu]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Biomimetics, Biomaterials and Biomedical Engineering]]></source>
<year>2019</year>
<volume>42</volume>
<page-range>67-78</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[DeepCC: a novel deep learning-based framework for cancer molecular subtype classification]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[GAO]]></surname>
<given-names><![CDATA[Feng]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Wei]]></given-names>
</name>
<name>
<surname><![CDATA[TAN]]></surname>
<given-names><![CDATA[Miaomiao]]></given-names>
</name>
<name>
<surname><![CDATA[ZHU]]></surname>
<given-names><![CDATA[Lina]]></given-names>
</name>
<name>
<surname><![CDATA[ZHANG]]></surname>
<given-names><![CDATA[Yuchen]]></given-names>
</name>
<name>
<surname><![CDATA[FESSLER]]></surname>
<given-names><![CDATA[Evelyn]]></given-names>
</name>
<name>
<surname><![CDATA[VERMEULEN]]></surname>
<given-names><![CDATA[Louis]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Xin.]]></given-names>
</name>
</person-group>
<source><![CDATA[Oncogenesis]]></source>
<year>2019</year>
<volume>8</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>1-12</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[MATLAB Deep Learning]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[KIM]]></surname>
<given-names><![CDATA[Phil.]]></given-names>
</name>
</person-group>
<source><![CDATA[Springer]]></source>
<year>2017</year>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Highly accurate classification of chest radiographic reports using a deep learning natural language model pre-trained on 3.8 million text reports]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[BRESSEM]]></surname>
<given-names><![CDATA[Keno K.]]></given-names>
</name>
<name>
<surname><![CDATA[ADAMS]]></surname>
<given-names><![CDATA[Lisa C.]]></given-names>
</name>
<name>
<surname><![CDATA[GAUDIN]]></surname>
<given-names><![CDATA[Robert A.]]></given-names>
</name>
<name>
<surname><![CDATA[TRÖLTZSCH]]></surname>
<given-names><![CDATA[Daniel]]></given-names>
</name>
<name>
<surname><![CDATA[HAMM]]></surname>
<given-names><![CDATA[Bernd]]></given-names>
</name>
<name>
<surname><![CDATA[MAKOWSKI]]></surname>
<given-names><![CDATA[Marcus R.]]></given-names>
</name>
<name>
<surname><![CDATA[SCHÜLE]]></surname>
<given-names><![CDATA[Chan Yong]]></given-names>
</name>
<name>
<surname><![CDATA[VAHLDIEK]]></surname>
<given-names><![CDATA[Janis L.]]></given-names>
</name>
<name>
<surname><![CDATA[NIEHUES]]></surname>
<given-names><![CDATA[Stefan M]]></given-names>
</name>
</person-group>
<source><![CDATA[Bioinformatics]]></source>
<year>2021</year>
<volume>36</volume>
<numero>21</numero>
<issue>21</issue>
<page-range>5255-61</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Deep Learning for Hindi Text Classification: A Comparison]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[JOSHI]]></surname>
<given-names><![CDATA[Ramchandra]]></given-names>
</name>
<name>
<surname><![CDATA[GOEL]]></surname>
<given-names><![CDATA[Purvi]]></given-names>
</name>
<name>
<surname><![CDATA[JOSHI]]></surname>
<given-names><![CDATA[Raviraj.]]></given-names>
</name>
</person-group>
<source><![CDATA[Springer]]></source>
<year>2019</year>
<volume>11886</volume>
<page-range>94-101</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Automatic classification of source code archives by programming language: A deep learning approach]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[REYES]]></surname>
<given-names><![CDATA[Julio]]></given-names>
</name>
<name>
<surname><![CDATA[RAMIREZ]]></surname>
<given-names><![CDATA[Diego]]></given-names>
</name>
<name>
<surname><![CDATA[PACIELLO]]></surname>
<given-names><![CDATA[Julio]]></given-names>
</name>
</person-group>
<source><![CDATA[International Conference on Computational Science and Computational Intelligence]]></source>
<year>2017</year>
<page-range>514-9</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Deep learning classifiers for hyperspectral imaging]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[PAOLETTI]]></surname>
<given-names><![CDATA[ME]]></given-names>
</name>
<name>
<surname><![CDATA[HAUT]]></surname>
<given-names><![CDATA[JM]]></given-names>
</name>
<name>
<surname><![CDATA[PLAZA]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[PHOTOGRAMMETRY]]></surname>
<given-names><![CDATA[A Plaza.]]></given-names>
</name>
</person-group>
<source><![CDATA[ISPRS Journal of Photogrammetry and Remote Sensing]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Real-Time Underwater Image Recognition with FPGA Embedded System for Convolutional Neural Network]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[ZHAO]]></surname>
<given-names><![CDATA[Minghao]]></given-names>
</name>
<name>
<surname><![CDATA[HU]]></surname>
<given-names><![CDATA[Chengquan]]></given-names>
</name>
<name>
<surname><![CDATA[WEI]]></surname>
<given-names><![CDATA[Fenglin]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Kai]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Chong]]></given-names>
</name>
<name>
<surname><![CDATA[JIANG]]></surname>
<given-names><![CDATA[Yu]]></given-names>
</name>
</person-group>
<source><![CDATA[Sensors]]></source>
<year>2019</year>
<volume>19</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>350</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Artificial intelligence-empowered pipeline for image-based inspection of concrete structures]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[CHOW]]></surname>
<given-names><![CDATA[Jun Kang]]></given-names>
</name>
<name>
<surname><![CDATA[SU]]></surname>
<given-names><![CDATA[Zhaoyu]]></given-names>
</name>
<name>
<surname><![CDATA[WU]]></surname>
<given-names><![CDATA[Jimmy]]></given-names>
</name>
<name>
<surname><![CDATA[LI]]></surname>
<given-names><![CDATA[Zhaofeng]]></given-names>
</name>
<name>
<surname><![CDATA[TAN]]></surname>
<given-names><![CDATA[Pin Siang]]></given-names>
</name>
<name>
<surname><![CDATA[LIU]]></surname>
<given-names><![CDATA[Kuan fu]]></given-names>
</name>
<name>
<surname><![CDATA[MAO]]></surname>
<given-names><![CDATA[Xin]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Yu Hsing]]></given-names>
</name>
</person-group>
<source><![CDATA[Automation in Construction]]></source>
<year>2020</year>
<volume>120</volume>
<page-range>103372</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Implementation of deep-learning based image classification on single board computer.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[SHIDDIEQY]]></surname>
<given-names><![CDATA[Hasbi Ash]]></given-names>
</name>
<name>
<surname><![CDATA[HARIADI]]></surname>
<given-names><![CDATA[Farkhad Ihsan]]></given-names>
</name>
<name>
<surname><![CDATA[ADIONO]]></surname>
<given-names><![CDATA[Trio]]></given-names>
</name>
</person-group>
<source><![CDATA[International Symposium on Electronics and Smart Devices (ISESD)]]></source>
<year>2017</year>
<volume>2018</volume>
<page-range>133-7</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Fully Connected Network-Based Intra Prediction for Image Coding]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[LI]]></surname>
<given-names><![CDATA[Jiahao]]></given-names>
</name>
<name>
<surname><![CDATA[LI]]></surname>
<given-names><![CDATA[Bin]]></given-names>
</name>
<name>
<surname><![CDATA[XU]]></surname>
<given-names><![CDATA[Jizheng]]></given-names>
</name>
<name>
<surname><![CDATA[XIONG]]></surname>
<given-names><![CDATA[Ruiqin]]></given-names>
</name>
<name>
<surname><![CDATA[GAO]]></surname>
<given-names><![CDATA[Wen]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Transactions on Image Processing]]></source>
<year>2018</year>
<volume>27</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>3236-47</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A Comparative Analysis of Gradient Descent-Based Optimization Algorithms on Convolutional Neural Networks]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[DOGO]]></surname>
<given-names><![CDATA[E. M.]]></given-names>
</name>
<name>
<surname><![CDATA[AFOLABI]]></surname>
<given-names><![CDATA[O. J.]]></given-names>
</name>
<name>
<surname><![CDATA[NWULU]]></surname>
<given-names><![CDATA[N. I.]]></given-names>
</name>
<name>
<surname><![CDATA[TWALA]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[AIGBAVBOA]]></surname>
<given-names><![CDATA[C. O.]]></given-names>
</name>
</person-group>
<source><![CDATA[Proceedings of the International Conference on Computational Techniques, Electronics and Mechanical Systems, CTEMS]]></source>
<year>2018</year>
<volume>2018</volume>
<page-range>92-9</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Google Colab and Virtual Simulations: Practical e-Learning Tools to Support the Teaching of Thermodynamics and to Introduce Coding to Students.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[VALLEJO]]></surname>
<given-names><![CDATA[William]]></given-names>
</name>
<name>
<surname><![CDATA[DÍAZ-URIBE]]></surname>
<given-names><![CDATA[Carlos]]></given-names>
</name>
<name>
<surname><![CDATA[FAJARDO]]></surname>
<given-names><![CDATA[Catalina]]></given-names>
</name>
</person-group>
<source><![CDATA[ACS Omega]]></source>
<year>2022</year>
<page-range>2c00362</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Impact of Training Set Batch Size on the Performance of Convolutional Neural Networks for Diverse Datasets]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[RADIUK]]></surname>
<given-names><![CDATA[Pavlo M]]></given-names>
</name>
</person-group>
<source><![CDATA[Information Technology and Management Science]]></source>
<year>2018</year>
<volume>20</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[KESKAR]]></surname>
<given-names><![CDATA[Nitish Shirish]]></given-names>
</name>
<name>
<surname><![CDATA[NOCEDAL]]></surname>
<given-names><![CDATA[Jorge]]></given-names>
</name>
<name>
<surname><![CDATA[TANG]]></surname>
<given-names><![CDATA[Ping Tak Peter]]></given-names>
</name>
<name>
<surname><![CDATA[MUDIGERE]]></surname>
<given-names><![CDATA[Dheevatsa]]></given-names>
</name>
<name>
<surname><![CDATA[SMELYANSKIY]]></surname>
<given-names><![CDATA[Mikhail]]></given-names>
</name>
</person-group>
<source><![CDATA[5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings]]></source>
<year>2016</year>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Deep Learning-Based Classification Methods for Remote Sensing Images in Urban Built-Up Areas]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[LI]]></surname>
<given-names><![CDATA[Wenmei]]></given-names>
</name>
<name>
<surname><![CDATA[LIU]]></surname>
<given-names><![CDATA[Haiyan]]></given-names>
</name>
<name>
<surname><![CDATA[WANG]]></surname>
<given-names><![CDATA[Yu]]></given-names>
</name>
<name>
<surname><![CDATA[LI]]></surname>
<given-names><![CDATA[Zhuangzhuang]]></given-names>
</name>
<name>
<surname><![CDATA[JIA]]></surname>
<given-names><![CDATA[Yan]]></given-names>
</name>
<name>
<surname><![CDATA[GUI]]></surname>
<given-names><![CDATA[Guan]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Access]]></source>
<year>2019</year>
<volume>7</volume>
<page-range>36274-84</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Application of deep learning for fast detection of COVID-19 in X-Rays using nCOVnet.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[PANWAR]]></surname>
<given-names><![CDATA[Harsh]]></given-names>
</name>
<name>
<surname><![CDATA[GUPTA]]></surname>
<given-names><![CDATA[P. K.]]></given-names>
</name>
<name>
<surname><![CDATA[SIDDIQUI]]></surname>
<given-names><![CDATA[Mohammad Khubeb]]></given-names>
</name>
<name>
<surname><![CDATA[MORALES-MENENDEZ]]></surname>
<given-names><![CDATA[Ruben]]></given-names>
</name>
<name>
<surname><![CDATA[SINGH]]></surname>
<given-names><![CDATA[Vaishnavi]]></given-names>
</name>
</person-group>
<source><![CDATA[Chaos, Solitons &amp; Fractals.]]></source>
<year>2020</year>
<volume>138</volume>
<page-range>109944</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracy assessment in convolutional neural network-based deep learning remote sensing studies-part 1: Literature review]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[MAXWELL]]></surname>
<given-names><![CDATA[Aaron E.]]></given-names>
</name>
<name>
<surname><![CDATA[WARNER]]></surname>
<given-names><![CDATA[Timothy A.]]></given-names>
</name>
<name>
<surname><![CDATA[GUILLÉN]]></surname>
<given-names><![CDATA[Luis Andrés.]]></given-names>
</name>
</person-group>
<source><![CDATA[Remote Sensing]]></source>
<year>2021</year>
<volume>13</volume>
<numero>13</numero>
<issue>13</issue>
</nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Performance Analysis of Deep Learning CNN Models for Variety Classification in Hazelnut]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[TANER]]></surname>
<given-names><![CDATA[Alper]]></given-names>
</name>
<name>
<surname><![CDATA[BENAL ÖZTEKIN]]></surname>
<given-names><![CDATA[sim]]></given-names>
</name>
<name>
<surname><![CDATA[DURAN]]></surname>
<given-names><![CDATA[Hüseyin]]></given-names>
</name>
<name>
<surname><![CDATA[PAMPURO]]></surname>
<given-names><![CDATA[Niccolò]]></given-names>
</name>
<name>
<surname><![CDATA[BIDDOCCU]]></surname>
<given-names><![CDATA[Marcella]]></given-names>
</name>
<name>
<surname><![CDATA[MANUEL MIRÁS-AVALOS]]></surname>
<given-names><![CDATA[José]]></given-names>
</name>
</person-group>
<source><![CDATA[Sustainability]]></source>
<year>2021</year>
<volume>13</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>6527</page-range></nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Classification of caries in third molars on panoramic radiographs using deep learning]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[VINAYAHALINGAM]]></surname>
<given-names><![CDATA[Shankeeth]]></given-names>
</name>
<name>
<surname><![CDATA[KEMPERS]]></surname>
<given-names><![CDATA[Steven]]></given-names>
</name>
<name>
<surname><![CDATA[LIMON]]></surname>
<given-names><![CDATA[Lorenzo]]></given-names>
</name>
<name>
<surname><![CDATA[DEIBEL]]></surname>
<given-names><![CDATA[Dionne]]></given-names>
</name>
<name>
<surname><![CDATA[MAAL]]></surname>
<given-names><![CDATA[Thomas]]></given-names>
</name>
<name>
<surname><![CDATA[HANISCH]]></surname>
<given-names><![CDATA[Marcel]]></given-names>
</name>
<name>
<surname><![CDATA[BERGÉ]]></surname>
<given-names><![CDATA[Stefaan]]></given-names>
</name>
<name>
<surname><![CDATA[XI]]></surname>
<given-names><![CDATA[Tong]]></given-names>
</name>
</person-group>
<source><![CDATA[Scientific Reports]]></source>
<year>2021</year>
<volume>11</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-7</page-range></nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Vehicular Detection and Classification for Intelligent Transportation System: A Deep Learning Approach Using Faster R-CNN]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[CRYSTAL]]></surname>
<given-names><![CDATA[Maria]]></given-names>
</name>
<name>
<surname><![CDATA[OROZCO]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[REBONG]]></surname>
<given-names><![CDATA[Corazon B]]></given-names>
</name>
</person-group>
<source><![CDATA[Model]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[CNN and data augmentation based fruit classification model.]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[DANDAVATE]]></surname>
<given-names><![CDATA[Rucha]]></given-names>
</name>
<name>
<surname><![CDATA[PATODKAR]]></surname>
<given-names><![CDATA[Vineet.]]></given-names>
</name>
</person-group>
<source><![CDATA[Proceedings of the 4th International Conference on IoT in Social, Mobile, Analytics and Cloud, ISMAC]]></source>
<year>2020</year>
<volume>2020</volume>
<page-range>784-7</page-range></nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Image-based wheat grain classification using convolutional neural network]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[LINGWAL]]></surname>
<given-names><![CDATA[Surabhi]]></given-names>
</name>
<name>
<surname><![CDATA[BHATIA]]></surname>
<given-names><![CDATA[Komal Kumar]]></given-names>
</name>
<name>
<surname><![CDATA[TOMER]]></surname>
<given-names><![CDATA[Manjeet Singh.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multimedia Tools and Applications]]></source>
<year>2021</year>
<volume>80</volume>
<numero>28-29</numero>
<issue>28-29</issue>
<page-range>35441-65</page-range></nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Smart agriculture: real-time classification of green coffee beans by using a convolutional neural network]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[HUANG]]></surname>
<given-names><![CDATA[Nen Fu]]></given-names>
</name>
<name>
<surname><![CDATA[CHOU]]></surname>
<given-names><![CDATA[Dong Lin]]></given-names>
</name>
<name>
<surname><![CDATA[LEE]]></surname>
<given-names><![CDATA[Chia An]]></given-names>
</name>
<name>
<surname><![CDATA[WU]]></surname>
<given-names><![CDATA[Feng Ping]]></given-names>
</name>
<name>
<surname><![CDATA[CHUANG]]></surname>
<given-names><![CDATA[An Chi]]></given-names>
</name>
<name>
<surname><![CDATA[CHEN]]></surname>
<given-names><![CDATA[Yi Hsien]]></given-names>
</name>
<name>
<surname><![CDATA[TSAI]]></surname>
<given-names><![CDATA[Yin Chun.]]></given-names>
</name>
</person-group>
<source><![CDATA[IET Smart Cities]]></source>
<year>2020</year>
<volume>2</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>167-72</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
