CINXE.COM
Transfer Learning CNN American Sign Language | IEEE DataPort
<!doctype html> <html lang="en" xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" version="XHTML+RDFa 1.0" dir="ltr" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:dc="http://purl.org/dc/terms/" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:sioc="http://rdfs.org/sioc/ns#" xmlns:sioct="http://rdfs.org/sioc/types#" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:xsd="http://www.w3.org/2001/XMLSchema#"> <head profile="http://www.w3.org/1999/xhtml/vocab"> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"> <meta name="google-site-verification" content="S-ejBR-U9Pd1wi7czeZ8I0pH6HWBMtWQq1zIbPoeyBY" /> <script src="https://cmp.osano.com/AzyzptTmRlqVd2LRf/ae923df5-3102-4fd5-823d-d18db6ce5c2f/osano.js"></script> <link rel="stylesheet" href="https://cookie-consent.ieee.org/ieee-cookie-banner.css" type="text/css"/> <!-- Google Tag Manager --> <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-NSLFHWSR');</script> <!-- End Google Tag Manager --> <!-- Bootstrap CSS --> <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css" integrity="sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T" crossorigin="anonymous"> <link href="https://fonts.googleapis.com/css2?family=Open+Sans:ital,wght@0,300;0,400;0,600;0,700;0,800;1,300;1,400;1,600;1,700;1,800&family=Roboto:ital,wght@0,100;0,300;0,400;0,500;0,700;0,900;1,100;1,300;1,400;1,500;1,700;1,900&display=swap" rel="stylesheet"> <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> <script type="application/ld+json">{ "@context": "https://schema.org", "@graph": [ { "@type": "Dataset", "name": "Transfer Learning CNN American Sign Language", "description": "This dataset contains the images used in the paper \u0022Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time\u0022. M. E. Morocho Cayamcela and W. Lim, \u0022Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time,\u0022 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 2019, pp. 100-104.", "creator": { "@type": "Person", "@id": "https://orcid.org/0000-0002-4705-7923", "name": "Manuel Eugenio Morocho Cayamcela", "url": "https://orcid.org/0000-0002-4705-7923" }, "publisher": { "@type": "Organization", "@id": "https://doi.org/10.17616/R3H77H", "name": "IEEE Dataport", "url": "https://ieee-dataport.org", "logo": { "@type": "ImageObject", "url": "https://ieee-dataport.org/sites/all/themes/dataport/images/dataport-logo.svg" } }, "identifier": "https://dx.doi.org/10.21227/4dz0-xv55", "citation": "https://dx.doi.org/10.21227/4dz0-xv55", "isAccessibleForFree": "True", "keywords": "Artificial Intelligence, Image Processing, Machine Learning, Sensors, Biomedical and Health Sciences, Education", "license": "https://creativecommons.org/licenses/by/4.0/", "url": "https://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language" } ] }</script> <meta name="description" content="This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time". M. E. Morocho Cayamcela and W. Lim, "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time," 2019 International Conference on Computing, Networking and" /> <meta name="abstract" content="This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time". M. E. Morocho Cayamcela and W. Lim, "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time," 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 2019, pp. 100-104." /> <meta name="generator" content="Drupal 7 (https://www.drupal.org)" /> <link rel="canonical" href="https://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language" /> <link rel="shortlink" href="https://ieee-dataport.org/node/2062" /> <meta property="og:site_name" content="IEEE DataPort" /> <meta property="og:type" content="article" /> <meta property="og:title" content="Transfer Learning CNN American Sign Language" /> <meta property="og:url" content="https://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language" /> <meta property="og:description" content="This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time". M. E. Morocho Cayamcela and W. Lim, "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time," 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 2019, pp. 100-104." /> <meta property="og:updated_time" content="2022-05-17T22:21:34-04:00" /> <meta property="og:see_also" content="10.21227/4dz0-xv55" /> <meta name="twitter:card" content="summary" /> <meta name="twitter:url" content="https://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language" /> <meta name="twitter:title" content="Transfer Learning CNN American Sign Language" /> <meta name="twitter:description" content="This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time". M. E. Morocho Cayamcela and W. Lim," /> <meta property="article:published_time" content="2020-02-13T23:18:21-05:00" /> <meta property="article:modified_time" content="2022-05-17T22:21:34-04:00" /> <meta itemprop="name" content="Transfer Learning CNN American Sign Language" /> <meta itemprop="description" content="This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time". M. E. Morocho Cayamcela and W. Lim, "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time," 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 2019, pp. 100-104." /> <link rel="publisher" href="ieee-dataport.org" /> <meta name="dcterms.title" content="Transfer Learning CNN American Sign Language" /> <meta name="dcterms.creator" content="Manuel Eugenio Morocho-Cayamcela" /> <meta name="dcterms.subject" content="Artificial Intelligence, Image Processing, Machine Learning, Sensors, Biomedical and Health Sciences, Education" /> <meta name="dcterms.description" content="This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time". M. E. Morocho Cayamcela and W. Lim, "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time," 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 2019, pp. 100-104." /> <meta name="dcterms.publisher" content="IEEE" /> <meta name="dcterms.date" content="2020-02-13T23:18-05:00" /> <meta name="dcterms.type" content="Dataset" /> <meta name="dcterms.format" content="text/html" /> <meta name="dcterms.identifier" content="https://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language" /> <meta name="dcterms.rights" content="Creative Commons Attribution" /> <title>Transfer Learning CNN American Sign Language | IEEE DataPort</title> <link type="text/css" rel="stylesheet" href="https://ieee-dataport.org/sites/default/files/css/css_xE-rWrJf-fncB6ztZfd2huxqgxu4WO-qwma6Xer30m4.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://ieee-dataport.org/sites/default/files/css/css_Joa-1Kr1IFbM6VsQ_CorqcMdxJRytkagVMUX1z9DYnQ.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://ieee-dataport.org/sites/default/files/css/css_wH1VX2kKWfznUMt7Oqa21a6tkSYt2jtgi4qtK-Gaj54.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://ieee-dataport.org/sites/default/files/css/css_w-kvv5fcR4TInd_enmgMb5lWgg-94SgaY0rdOaRxAuE.css" media="all" /> <link type="text/css" rel="stylesheet" href="https://ieee-dataport.org/sites/default/files/css/css_Z52pe1wjrymS0LNltT2Qy442PoZnq-fJuIWAPAt5u8Q.css" media="all" /> <script type="text/javascript" src="//ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script> <script type="text/javascript"> <!--//--><![CDATA[//><!-- window.jQuery || document.write("<script src='/sites/all/modules/jquery_update/replace/jquery/1.12/jquery.min.js'>\x3C/script>") //--><!]]> </script> <script type="text/javascript" src="https://ieee-dataport.org/sites/default/files/js/js_GOikDsJOX04Aww72M-XK1hkq4qiL_1XgGsRdkL0XlDo.js"></script> <script type="text/javascript" src="//ajax.googleapis.com/ajax/libs/jqueryui/1.10.2/jquery-ui.min.js"></script> <script type="text/javascript"> <!--//--><![CDATA[//><!-- window.jQuery.ui || document.write("<script src='/sites/all/modules/jquery_update/replace/ui/ui/minified/jquery-ui.min.js'>\x3C/script>") //--><!]]> </script> <script type="text/javascript" src="https://ieee-dataport.org/sites/default/files/js/js_x7qNkJa-DNwosveDXWF058JG-3exlnEFNBBYr9iuYE0.js"></script> <script type="text/javascript" src="https://ieee-dataport.org/sites/default/files/js/js_ndkkzyb5grcIrgrfytoCesJ-oa89MUkNs4fjcNDty1o.js"></script> <script type="text/javascript"> <!--//--><![CDATA[//><!-- (function(i,s,o,g,r,a,m){i["GoogleAnalyticsObject"]=r;i[r]=i[r]||function(){(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)})(window,document,"script","//www.google-analytics.com/analytics.js","ga");ga("create", "UA-80987979-1", {"cookieDomain":"auto"});ga("require", "linkid", "linkid.js");ga("send", "pageview"); //--><!]]> </script> <script type="text/javascript" src="https://ieee-dataport.org/sites/default/files/js/js_ZBn0dkgWSOdS18JlYEkU_470Eo5s6M4EOJ7OTcdfssA.js"></script> <script type="text/javascript" src="https://ieee-dataport.org/sites/default/files/js/js_NvfZ2uFXzs5w2KHtazpbJw7T-fmK1izEcV2N7Mb3Fbo.js"></script> <script type="text/javascript"> <!--//--><![CDATA[//><!-- jQuery.extend(Drupal.settings, {"basePath":"\/","pathPrefix":"","setHasJsCookie":0,"ajaxPageState":{"theme":"dataport","theme_token":"wDXNgSJv-MYOCAwOnTYk3nW7iaeMt5JG1g74T_lJQgc","jquery_version":"1.12","jquery_version_token":"Mixn0AyiEf0nnAd2WxC8DzG2j1DCCuVF7T9oUXHHABI","js":{"modules\/statistics\/statistics.js":1,"\/\/ajax.googleapis.com\/ajax\/libs\/jquery\/1.12.4\/jquery.min.js":1,"0":1,"misc\/jquery-extend-3.4.0.js":1,"misc\/jquery-html-prefilter-3.5.0-backport.js":1,"misc\/jquery.once.js":1,"misc\/drupal.js":1,"sites\/all\/modules\/jquery_update\/js\/jquery_browser.js":1,"\/\/ajax.googleapis.com\/ajax\/libs\/jqueryui\/1.10.2\/jquery-ui.min.js":1,"1":1,"misc\/ui\/jquery.ui.position-1.13.0-backport.js":1,"misc\/ui\/jquery.ui.dialog-1.13.0-backport.js":1,"sites\/all\/modules\/jquery_update\/replace\/ui\/external\/jquery.cookie.js":1,"sites\/all\/modules\/jquery_update\/replace\/jquery.form\/4\/jquery.form.min.js":1,"misc\/form-single-submit.js":1,"misc\/ajax.js":1,"sites\/all\/modules\/jquery_update\/js\/jquery_update.js":1,"sites\/all\/modules\/formtips\/hoverintent.minified.js":1,"sites\/all\/modules\/formtips\/formtips.js":1,"sites\/all\/modules\/iframe\/iframe.js":1,"sites\/all\/modules\/lightbox2\/js\/lightbox.js":1,"sites\/all\/modules\/google_analytics\/googleanalytics.js":1,"2":1,"sites\/all\/modules\/fivestar\/js\/fivestar.js":1,"misc\/tableheader.js":1,"sites\/all\/modules\/views\/js\/base.js":1,"misc\/progress.js":1,"sites\/all\/modules\/views\/js\/ajax_view.js":1,"sites\/all\/themes\/dataport\/js\/core.js":1},"css":{"modules\/system\/system.base.css":1,"modules\/system\/system.menus.css":1,"modules\/system\/system.messages.css":1,"modules\/system\/system.theme.css":1,"misc\/ui\/jquery.ui.core.css":1,"misc\/ui\/jquery.ui.theme.css":1,"misc\/ui\/jquery.ui.button.css":1,"misc\/ui\/jquery.ui.resizable.css":1,"misc\/ui\/jquery.ui.dialog.css":1,"misc\/ui\/jquery.ui.tabs.css":1,"misc\/ui\/jquery.ui.tooltip.css":1,"modules\/comment\/comment.css":1,"sites\/all\/modules\/date\/date_api\/date.css":1,"sites\/all\/modules\/date\/date_popup\/themes\/datepicker.1.7.css":1,"modules\/field\/theme\/field.css":1,"modules\/node\/node.css":1,"modules\/search\/search.css":1,"modules\/user\/user.css":1,"sites\/all\/modules\/video_filter\/video_filter.css":1,"sites\/all\/modules\/views\/css\/views.css":1,"sites\/all\/modules\/ctools\/css\/ctools.css":1,"sites\/all\/modules\/formtips\/formtips.css":1,"sites\/all\/modules\/lightbox2\/css\/lightbox.css":1,"sites\/all\/modules\/fivestar\/css\/fivestar.css":1,"sites\/all\/modules\/fivestar\/widgets\/basic\/basic.css":1,"sites\/all\/themes\/dataport\/css\/styles.css":1}},"formtips":{"selectors":[" .webform-client-form-4663",".field-name-field-collection-request .description",".field-name-field-institution-name-short- .description",".form-item-field-data-sanitization-method-und-0-value .description",".field-name-field-privacy .description"],"interval":"200","sensitivity":"5","timeout":"2000","max_width":"500px","trigger_action":"hover"},"lightbox2":{"rtl":0,"file_path":"\/(\\w\\w\/)public:\/","default_image":"\/sites\/all\/modules\/lightbox2\/images\/brokenimage.jpg","border_size":10,"font_color":"000","box_color":"fff","top_position":"","overlay_opacity":"0.8","overlay_color":"000","disable_close_click":true,"resize_sequence":0,"resize_speed":400,"fade_in_speed":400,"slide_down_speed":600,"use_alt_layout":false,"disable_resize":false,"disable_zoom":false,"force_show_nav":false,"show_caption":true,"loop_items":false,"node_link_text":"View Image Details","node_link_target":false,"image_count":"Image !current of !total","video_count":"Video !current of !total","page_count":"Page !current of !total","lite_press_x_close":"press \u003Ca href=\u0022#\u0022 onclick=\u0022hideLightbox(); return FALSE;\u0022\u003E\u003Ckbd\u003Ex\u003C\/kbd\u003E\u003C\/a\u003E to close","download_link_text":"","enable_login":false,"enable_contact":false,"keys_close":"c x 27","keys_previous":"p 37","keys_next":"n 39","keys_zoom":"z","keys_play_pause":"32","display_image_size":"original","image_node_sizes":"()","trigger_lightbox_classes":"","trigger_lightbox_group_classes":"","trigger_slideshow_classes":"","trigger_lightframe_classes":"","trigger_lightframe_group_classes":"","custom_class_handler":0,"custom_trigger_classes":"","disable_for_gallery_lists":true,"disable_for_acidfree_gallery_lists":true,"enable_acidfree_videos":true,"slideshow_interval":5000,"slideshow_automatic_start":true,"slideshow_automatic_exit":true,"show_play_pause":true,"pause_on_next_click":false,"pause_on_previous_click":true,"loop_slides":false,"iframe_width":600,"iframe_height":400,"iframe_border":1,"enable_video":false,"useragent":"Mozilla\/4.0 (compatible; MSIE 7.0; Windows NT 6.0; SLCC1; .NET CLR 2.0.50727; .NET CLR 3.0.04506; .NET CLR 3.5.21022; .NET CLR 1.0.3705; .NET CLR 1.1.4322)"},"googleanalytics":{"trackOutbound":1,"trackMailto":1,"trackDownload":1,"trackDownloadExtensions":"7z|aac|arc|arj|asf|asx|avi|bin|csv|doc(x|m)?|dot(x|m)?|exe|flv|gif|gz|gzip|hqx|jar|jpe?g|js|mp(2|3|4|e?g)|mov(ie)?|msi|msp|pdf|phps|png|ppt(x|m)?|pot(x|m)?|pps(x|m)?|ppam|sld(x|m)?|thmx|qtm?|ra(m|r)?|sea|sit|tar|tgz|torrent|txt|wav|wma|wmv|wpd|xls(x|m|b)?|xlt(x|m)|xlam|xml|z|zip"},"views":{"ajax_path":"\/views\/ajax","ajaxViews":{"views_dom_id:f681df93b6e85789d5f10db06e7c40b7":{"view_name":"related_analysis","view_display_id":"block_1","view_args":"2062","view_path":"node\/2062","view_base_path":"competition\/analysis\/export","view_dom_id":"f681df93b6e85789d5f10db06e7c40b7","pager_element":0},"views_dom_id:fdfea9de41c3629129e67bbe60ac8037":{"view_name":"related_analysis","view_display_id":"block","view_args":"2062","view_path":"node\/2062","view_base_path":"competition\/analysis\/export","view_dom_id":"fdfea9de41c3629129e67bbe60ac8037","pager_element":0},"views_dom_id:e839e3dba301ec8deed5f36f2760fcef":{"view_name":"related_analysis","view_display_id":"block_3","view_args":"2062","view_path":"node\/2062","view_base_path":"competition\/analysis\/export","view_dom_id":"e839e3dba301ec8deed5f36f2760fcef","pager_element":0}}},"urlIsAjaxTrusted":{"\/views\/ajax":true,"\/open-access\/transfer-learning-cnn-american-sign-language":true},"better_exposed_filters":{"views":{"related_analysis":{"displays":{"block_1":{"filters":[]},"block":{"filters":[]},"block_3":{"filters":[]}}}}},"statistics":{"data":{"nid":"2062"},"url":"\/modules\/statistics\/statistics.php"}}); //--><!]]> </script> <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" integrity="sha384-wvfXpqpZZVQGK6TAh5PVlGOfQNHSoD2xbE+QkPxCAFlNEevoEH3Sl0sibVcOQVnN" crossorigin="anonymous"> </head> <body class="html not-front not-logged-in no-sidebars page-node page-node- page-node-2062 node-type-open-access " > <!-- Google Tag Manager (noscript) --> <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NSLFHWSR" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript> <!-- End Google Tag Manager (noscript) --> <div id="skip-link"> <a href="#main-content" class="element-invisible element-focusable">Skip to main content</a> </div> <div class="container-fluid bg-light" id="metanav"> <div class="row mx-auto align-self-center"> <div class="col-10 col-lg-8 col-md-6 d-none d-lg-block"> <nav class="navbar navbar-expand-lg navbar-light py-0" id="ieeemenu"> <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#ieeemenu" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button> <div id="ieeemenu" class="collapse navbar-collapse"> <ul class="navbar-nav"> <li class="nav-item pr-1"><a class="nav-link" href="https://www.ieee.org/" target="ieee-meta">IEEE.org</a></li> <li class="nav-item px-1"><a class="nav-link" href="https://ieeexplore.ieee.org" target="ieee-meta">IEEE <em>Xplore</em> Digital Library</a></li> <li class="nav-item px-1"><a class="nav-link" href="https://standards.ieee.org/" target="ieee-meta">IEEE Standards</a></li> <li class="nav-item px-1"><a class="nav-link" href="https://spectrum.ieee.org/" target="ieee-meta">IEEE Spectrum</a></li> <li class="nav-item pl-1"><a class="nav-link" href="https://www.ieee.org/sitemap.html" target="ieee-meta">More Sites</a></li> </ul> </div> </nav> </div> <div class="col"> <nav class="navbar navbar-expand-lg navbar-light float-right py-0"> <div id="usermenu" class="navbar p-0"> <ul class="navbar-nav flex-row"> <li class="nav-item pr-1 font-weight-bold"><a href="/subscribe" class="nav-link btn btn-primary btn-sm text-white rounded my-2 mr-2 py-1">Subscribe</a></li> <li class="nav-item px-1"> <a class="nav-link" href="https://www.ieee.org/cart/public/myCart/page.html?refSite=https://ieee-dataport.org&refSiteName=IEEE%20DataPort" aria-label="Cart"><img src="https://ieee-dataport.org/sites/all/themes/dataport/images/shopping-cart.svg" class="cart" alt="Cart"></a></li> <li class="nav-item px-1"><a class="nav-link user-login" href="/saml_login/?idp=IEEEDataport&destination=/open-access/transfer-learning-cnn-american-sign-language" data-destination="/open-access/transfer-learning-cnn-american-sign-language">Login</a></li><li class="nav-item pl-1"><a class="nav-link" href="https://www.ieee.org/profile/public/createwebaccount/showCreateAccount.html?sourceCode=dataport&signinurl=https://ieee-dataport.org/&url=https://ieee-dataport.org/" target="_blank">Create Free Account</a> </ul> </div> </nav> </div> </div> </div> <div class="container-fluid" id="mainnav"> <div class="row py-4 mx-auto"> <div class="col-lg-3 col-5 order-1 order-lg-0"> <nav class="navbar navbar-expand-sm py-1 pr-0"> <a class="navbar-brand mr-0" href="/"> <img src="https://ieee-dataport.org/sites/all/themes/dataport/images/dataport-logo.svg" alt="IEEE DataPort" class="logo"> </a> </nav> </div> <div class="col-lg-7 col-2 order-0 order-lg-1"> <nav class="navbar navbar-expand-lg navbar-light"> <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#mainmenu" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button> <div class="collapse navbar-collapse py-1" id="mainmenu"> <ul class="navbar-nav" id="menu"> <li class="nav-item pr-lg-3 text-nowrap"><a class="nav-link" href="/datasets">Datasets</a></li> <li class="nav-item px-lg-3 text-nowrap"><a class="nav-link" href="/submit-dataset">Submit a Dataset</a></li> <li class="nav-item px-lg-3 text-nowrap"><a class="nav-link" href="/data-competitions">Competitions</a></li> <li class="nav-item pl-lg-3 text-nowrap"><a class="nav-link" href="/search"><img src="https://ieee-dataport.org/sites/all/themes/dataport/images/search.svg" class="search-icon"><span class="search-text">Search</span></a></li> </ul> </div> </nav> </div> <div class="col-lg-2 col-5 order-2"> <nav class="navbar navbar-expand-sm float-right py-1"> <a class="navbar-brand" href="https://www.ieee.org" target="_blank"> <img src="https://ieee-dataport.org/sites/all/themes/sigport/images/ieee-logo.svg" alt="IEEE" class="partner-logo"> </a> </nav> </div> </div> </div> <div class="region region-content"> <div id="block-system-main" class="block block-system"> <div class="content"> <div class="container-fluid" id="banner"> <div class="row py-4 mx-auto"> <div class="col-md-8"> <h2>Datasets</h2> </div> <div class="col"> <h3>Open Access</h3> </div> </div> </div> <div class="container-fluid" id="infocard"> <div class="row py-4 mx-auto"> <div class="col-12"> <div class="addthis_inline_share_toolbox float-right"></div><h1>Transfer Learning CNN American Sign Language</h1> </div> </div> <div class="row mx-auto"> <div class="col-lg-3 pb-1 featured-image"> <div class="field field-name-field-dataset-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><a href="https://ieee-dataport.org/sites/default/files/cayam4abcdefghjiklmnopqrstuvwxyz-p100-morocho_cayamcela-small.gif" rel="lightbox[field_dataset_image][]" title=""><img typeof="foaf:Image" src="https://ieee-dataport.org/sites/default/files/styles/large/public/cayam4abcdefghjiklmnopqrstuvwxyz-p100-morocho_cayamcela-small.gif?itok=fW1F4PkW" width="262" height="480" alt="" /></a></div></div></div> </div> <div class="col-xs-12 col-md-9 col-lg-5"> <dl class="topinfo"> <dt>Citation Author(s):</dt> <dd> <div class="field field-name-field-dataset-authors field-type-field-collection field-label-hidden"><div class="field-items"><div class="field-item even"><div class="entity entity-field-collection-item field-collection-item-field-dataset-authors clearfix" about="/field-collection/field-dataset-authors/2145" typeof=""> <div class="content"> <div class="field field-name-field-first-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Manuel Eugenio</div></div></div><div class="field field-name-field-last-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Morocho Cayamcela</div></div></div><!-- This file is not used by Drupal core, which uses theme functions instead. See http://api.drupal.org/api/function/theme_field/7 for details. After copying this file to your theme's folder and customizing it, remove this HTML comment. --> <div class="field field-name-field-orcid field-type-text field-label-hidden"> <div class="field-items"> <div class="field-item even"><a href="https://orcid.org/0000-0002-4705-7923" class="orcid" target="_blank"><img src="/sites/all/themes/sigport/images/ORCID-iD_icon-vector.svg" style="width:16px; height: auto; vertical-align: middle;" /></a></div> </div> </div> </div> </div> </div></div></div> </dd> <dt>Submitted by:</dt> <dd><span rel="sioc:has_creator"><span rel="sioc:has_creator"><a href="/authors/manuel-eugenio-morocho-cayamcela" title="View user profile." class="username" xml:lang="" about="/authors/manuel-eugenio-morocho-cayamcela" typeof="sioc:UserAccount" property="foaf:name" datatype="">Manuel Eugenio ...</a></span></span></dd> <dt>Last updated:</dt> <dd>Tue, 05/17/2022 - 22:21</dd> <dt>DOI:</dt> <dd><a href="https://dx.doi.org/10.21227/4dz0-xv55" target="_blank">10.21227/4dz0-xv55</a></dd> <dt>Data Format:</dt> <dd><div class="field field-name-field-format field-type-taxonomy-term-reference field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/data-formats/images" typeof="skos:Concept" property="rdfs:label skos:prefLabel" datatype="">images</a></div></div></div></dd> <dt>Link to Paper:</dt> <dd><div class="field field-name-field-paper-link field-type-link-field field-label-hidden"><div class="field-items"><div class="field-item even"><a href="https://doi.org/10.1109/ICCNC.2019.8685536" target="_blank" rel="nofollow">Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time</a></div></div></div></dd> <dt>Links:</dt> <dd><div class="field field-name-field-external-links field-type-link-field field-label-hidden"><div class="field-items"><div class="field-item even"><a href="https://ieeexplore.ieee.org/document/8685536/keywords#keywords" rel="nofollow">IEEE Xplore paper</a></div><div class="field-item odd"><a href="https://www.researchgate.net/publication/332372103_Fine-tuning_a_pre-trained_Convolutional_Neural_Network_Model_to_translate_American_Sign_Language_in_Real-time" rel="nofollow">Researchgate paper</a></div><div class="field-item even"><a href="https://github.com/eugeniomorocho/Transfer_Learning_CNN_American_Sign_Language" rel="nofollow">GitHub code</a></div></div></div></dd> <dt>License:</dt> <dd><div class="field field-name-field-additional-license field-type-link-field field-label-hidden"><div class="field-items"><div class="field-item even"><a href="https://creativecommons.org/licenses/by/4.0/" class="ccby" target="_blank">Creative Commons Attribution</a></div></div></div></dd> </dl> </div> <div class="col-xs-12 offset-xs-0 col-lg-4 offset-md-3 offset-lg-0 col-md-9"> <div><img src="/sites/all/themes/dataport/images/view.svg" style="height: 1.5em; margin-bottom: .5rem"> 2239 Views</div> <dl class="topinfo"> <dt>Categories:</dt> <dd> <div class="field field-name-field-tags field-type-entityreference field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/topic-tags/artificial-intelligence">Artificial Intelligence</a></div><div class="field-item odd"><a href="/topic-tags/image-processing">Image Processing</a></div><div class="field-item even"><a href="/topic-tags/machine-learning">Machine Learning</a></div><div class="field-item odd"><a href="/topic-tags/sensors">Sensors</a></div><div class="field-item even"><a href="/topic-tags/biomedical-and-health-sciences">Biomedical and Health Sciences</a></div><div class="field-item odd"><a href="/topic-tags/education">Education</a></div></div></div> </dd> <dt>Keywords:</dt> <dd> <div class="field field-name-field-keywords field-type-taxonomy-term-reference field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/keywords/training">Training</a>, <a href="/keywords/assistive-technologies">assistive technologies</a>, <a href="/keywords/feature-extraction">Feature extraction</a>, <a href="/keywords/gesture-recognition">gesture recognition</a>, <a href="/keywords/convolutional-neural-networks">convolutional neural networks</a></div></div></div> </dd> </dl> </div> </div> <div class="row mx-auto"> <div class="col-lg-3 pb-3"> <div class="field field-name-field-rating field-type-fivestar field-label-hidden"><div class="field-items"><div class="field-item even"><div class="clearfix fivestar-average-stars"><div class="fivestar-static-item"><div class="form-item form-type-item"> <div class="fivestar-basic"><div class="fivestar-widget-static fivestar-widget-static-vote fivestar-widget-static-5 clearfix"><div class="star star-1 star-odd star-first"><span class="off">0</span></div><div class="star star-2 star-even"><span class="off"></span></div><div class="star star-3 star-odd"><span class="off"></span></div><div class="star star-4 star-even"><span class="off"></span></div><div class="star star-5 star-odd star-last"><span class="off"></span></div></div></div> <div class="description"><div class="fivestar-summary fivestar-summary-"></div></div> </div> </div></div></div></div></div> <span style="font-style: italic; font-size: 85%; color: #999; padding-left: 0.5em; line-height: 19px;">0 ratings - Please <a href="/saml_login/?idp=IEEEDataport&destination=/open-access/transfer-learning-cnn-american-sign-language" style="color: #999; text-decoration: underline;">login</a> to submit your rating.</span> </div> <div class="col-lg-9 pb-3"> <!--a class="btn btn-primary mr-3" href="#files"><i class="icon down-arrow"></i>ACCESS DATASET</a--> <a class="btn btn-primary mr-3" href="#" id="cite" data-toggle="modal" data-target="#citeModal"><i class="icon quote"></i>CITE</a> <a class="btn btn-primary mr-3" href="#" id="share" data-toggle="modal" data-target="#shareModal"><i class="icon share"></i>SHARE/EMBED</a> </div> </div> </div> <main class="container-fluid" id="main"> <div class="row py-4 mx-auto"> <div class="col-lg-8 col-md-12 pr-5"> <div id="main-content"> <div class="content"> <h4>Abstract </h4> <div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even" property="content:encoded"><p>This dataset contains the images used in the paper "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time".聽<br />M. E. Morocho Cayamcela and W. Lim, "Fine-tuning a pre-trained Convolutional Neural Network Model to translate American Sign Language in Real-time," 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 2019, pp. 100-104.</p> </div></div></div><div class="field field-name-field-instructions field-type-text-long field-label-above"><div class="field-label">Instructions: </div><div class="field-items"><div class="field-item even"><p>The code is written for MATLAB. We used transfer learning using AlexNet and GoogLeNet as convolutional neural network (CNN) backbones.</p> <p>In MATLAB, replace the directory path with yours. If you want to recognize other classes, just add the images from different classes on labeled folders.</p> </div></div></div><div id="comments" class="comment-wrapper"> <h2 class="title">Comments</h2> <a id="comment-1176"></a> <div about="/comment/1176#comment-1176" typeof="sioc:Post sioct:Comment" class="ds-1col comment view-mode-full clearfix"> <div class="field field-name-comment-body field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even" property="content:encoded"><p>Great reference in other country sign langauge alphabet</p> </div></div></div><span property="dc:date dc:created" content="2021-02-10T14:57:33-05:00" datatype="xsd:dateTime" rel="sioc:has_creator">Submitted by <a href="/authors/andres-velandia" title="View user profile." class="username" xml:lang="" about="/authors/andres-velandia" typeof="sioc:UserAccount" property="foaf:name" datatype="">Andres Velandia</a> on Wed, 02/10/2021 - 14:57</span><ul class="links inline"><li class="comment_forbidden first last"><span><a href="/user/login?destination=node/2062%23comment-form">Log in</a> to post comments</span></li> </ul></div> </div> </div> </div> </div> <div class="col-lg-4 col-md-12"> <div class="column-box"> <h4>Dataset Files</h4><a name="files"></a> <ul class="filelist list-group list-group-flush pl-0"><li class="list-group-item list-group-item-action"><a href="#" data-toggle="modal" data-target="#accessModal"><img alt="File" title="ZIP" src="/sites/all/themes/dataport/images/file-icons/zip.svg" width="24"></a> <a href="#" data-toggle="modal" data-target="#accessModal"> dataset.zip</a> (1.02 GB)</li><ul class="filelist list-group list-group-flush pl-0"></ul></ul><ul class="filelist list-group list-group-flush pl-0"><li class="list-group-item list-group-item-action"><a href="#" data-toggle="modal" data-target="#accessModal"><img alt="File" title="M" src="/sites/all/themes/dataport/images/file-icons/m.svg" width="24"></a> <a href="#" data-toggle="modal" data-target="#accessModal"> Transfer_Learning.m</a> (1.86 kB)</li></ul><a href="/saml_login/?idp=IEEEDataport&destination=/open-access/transfer-learning-cnn-american-sign-language" id="accesss3" class="btn btn-primary my-2"><i class="icon document-cloud"></i>LOGIN TO ACCESS DATASET FILES</a><br><em>Open Access dataset files are accessible to all logged in聽 users. Don't have a login?聽 Create a <a href="https://www.ieee.org/profile/public/createwebaccount/showCreateAccount.html?sourceCode=dataport&signinurl=https://ieee-dataport.org/&url=https://ieee-dataport.org/">free IEEE account</a>.聽 IEEE Membership is not required.</em> </div> <div class="pt-4"> <h4>Documentation</h4> <div class="field field-name-field-documentation field-type-file field-label-hidden"><div class="field-items"><div class="field-item even"><table class="sticky-enabled"> <thead><tr><th>Attachment</th><th>Size</th> </tr></thead> <tbody> <tr class="odd"><td><span class="file"><img alt="File" title="PDF" src="/sites/all/themes/dataport/images/file-icons/pdf.svg" width="24"> <a href="https://ieee-dataport.s3.amazonaws.com/docs/17649/p100-morocho_cayamcela.pdf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAJOHYI4KJCE6Q7MIQ%2F20250218%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250218T202520Z&X-Amz-SignedHeaders=Host&X-Amz-Expires=86400&X-Amz-Signature=b26d200ae3b5a7a83299d0531b4b1f318c83ca767bfc2409f553c7ce2088a7c9&PkRfB38dJRmzOgTYVlWCDOk8YgGwnqpW" type="application/pdf; length=11881884">p100-morocho_cayamcela.pdf</a></span></td><td>11.33 MB</td> </tr> </tbody> </table> </div></div></div> </div> <div class="view view-related-analysis view-id-related_analysis view-display-id-block_1 column-box mt-4 view-dom-id-f681df93b6e85789d5f10db06e7c40b7"> <div class="view-header"> <h4>Related Datasets</h4> </div> <div class="view-content row"> <div class="views-row views-row-1 views-row-odd views-row-first views-row-last col-12 my-2"> <div class="views-field views-field-field-data-visualizations"> <div class="field-content"></div> </div> <div class="views-field views-field-title"> <h4 class="field-content"><a href="/open-access/display-multimodal-medslset-medical-sign-language-set">DiSPLaY Multimodal MedSLset (Medical Sign Language Set)</a></h4> </div> <div class="views-field views-field-realname"> <span class="views-label views-label-realname">Submitted by: </span> <span class="field-content"><a href="/authors/mohammadreza-riahi">MohammadReza Riahi</a></span> </div> </div> </div> </div> <div class="column-box pt-4"> <h4>QUESTIONS?</h4> <p class="mb-2"><img src="/sites/all/themes/dataport/images/email.svg" style="height: 12px; vertical-align: baseline;"> <a href="/saml_login/?idp=IEEEDataport&destination=/open-access/transfer-learning-cnn-american-sign-language">Login to Send Author a Private Message</a></p> <p><img src="/sites/all/themes/dataport/images/caution.svg" style="height: 13px; vertical-align: baseline;"> <a href="/contact">Report a problem with this Dataset</a></p> </div> </div> </div> </main> <div class="modal fade" id="accessModal" tabindex="-1" role="dialog" aria-labelledby="accessModal" aria-hidden="true"> <div class="modal-dialog modal-lg modal-dialog-centered" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLongTitle">Dataset Access</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <h3>How to Access this Dataset</h3> <p>This Open Access dataset is available to all IEEE DataPort users. Please login or register.</p> <p> <a href="/saml_login/?idp=IEEEDataport" class="btn btn-primary btn-lg">Login</a> <a href="http://www.ieee.org/go/create_web_account" target="_blank" class="btn btn-primary btn-lg">Create a FREE IEEE Account</a> </p> </div> </div> </div> </div> <div class="modal fade" id="uploadModal" tabindex="-1" role="dialog" aria-labelledby="uploadModal" aria-hidden="true"> <div class="modal-dialog modal-lg modal-dialog-centered" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLongTitle">Upload your Dataset</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <h3>How to Upload Dataset Files Directly to AWS</h3> <p>IEEE DataPort Subscribers may upload their dataset files directly to IEEE DataPort's AWS S3 file storage. Please read the <a href="https://ieee-dataport.org/help/upload-your-files-directly-ieee-dataport-s3-bucket" target="_blank">Upload Your Files directly to the IEEE DataPort S3 Bucket</a> help topic for detailed instructions.</p><p>You will need the following information to complete your upload:</p> <ol> <li>Your AWS Access Key and Secret key, which can be found on your <a href="/user">IEEE DataPort User Profile</a>.</li> <li><em>DATASET TYPE:</em> open</li> <li><em>USERID:</em> 0</li> <li><em>DATASETID:</em> 2062</li> </ol> </div> </div> </div> </div> <div class="modal fade" id="citeModal" tabindex="-1" role="dialog" aria-labelledby="citeModal" aria-hidden="true"> <div class="modal-dialog modal-lg modal-dialog-centered" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLongTitle">Dataset Citation</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div id="accordion"> <div class="card"> <div class="card-header" id="headingOne"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100" role="button" data-toggle="collapse" data-target="#ieee" aria-expanded="true" aria-controls="collapseOne"> IEEE </a> </h5> </div> <div id="ieee" class="collapse show" aria-labelledby="headingOne" data-parent="#accordion"> <div class="card-body"> Manuel Eugenio Morocho Cayamcela, February 13, 2020, "Transfer Learning CNN American Sign Language", IEEE Dataport, doi: https://dx.doi.org/10.21227/4dz0-xv55. </div> </div> </div> <div class="card"> <div class="card-header" id="headingTwo"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100" role="button" data-toggle="collapse" data-target="#bibtex" aria-expanded="false" aria-controls="collapseTwo"> BibTeX </a> </h5> </div> <div id="bibtex" class="collapse" aria-labelledby="headingTwo" data-parent="#accordion"> <div class="card-body"> @data{4dz0-xv55-20,<br /> doi = {10.21227/4dz0-xv55},<br /> url = {https://dx.doi.org/10.21227/4dz0-xv55},<br /> author = {Morocho Cayamcela, Manuel Eugenio},<br /> publisher = {IEEE Dataport},<br /> title = {Transfer Learning CNN American Sign Language},<br /> year = {2020} } </div> </div> </div> <div class="card"> <div class="card-header" id="headingThree"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100 collapsed" role="button" data-toggle="collapse" data-target="#ris" aria-expanded="false" aria-controls="collapseThree"> RIS </a> </h5> </div> <div id="ris" class="collapse" aria-labelledby="headingThree" data-parent="#accordion"> <div class="card-body"> TY - DATA<br /> T1 - Transfer Learning CNN American Sign Language<br /> AU - Manuel Eugenio Morocho Cayamcela<br /> PY - 2020<br /> PB - IEEE Dataport<br /> UR - 10.21227/4dz0-xv55<br /> ER - <br /> </div> </div> </div> <div class="card"> <div class="card-header" id="headingThree"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100 collapsed" role="button" data-toggle="collapse" data-target="#apa" aria-expanded="false" aria-controls="collapseThree"> APA </a> </h5> </div> <div id="apa" class="collapse" aria-labelledby="headingThree" data-parent="#accordion"> <div class="card-body"> Manuel Eugenio Morocho Cayamcela. (2020). Transfer Learning CNN American Sign Language. IEEE Dataport. https://dx.doi.org/10.21227/4dz0-xv55 </div> </div> </div> <div class="card"> <div class="card-header" id="headingThree"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100 collapsed" role="button" data-toggle="collapse" data-target="#harvard" aria-expanded="false" aria-controls="collapseThree"> Harvard </a> </h5> </div> <div id="harvard" class="collapse" aria-labelledby="headingThree" data-parent="#accordion"> <div class="card-body"> Manuel Eugenio Morocho Cayamcela, 2020. Transfer Learning CNN American Sign Language. Available at: https://dx.doi.org/10.21227/4dz0-xv55. </div> </div> </div> <div class="card"> <div class="card-header" id="headingThree"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100 collapsed" role="button" data-toggle="collapse" data-target="#mla" aria-expanded="false" aria-controls="collapseThree"> MLA </a> </h5> </div> <div id="mla" class="collapse" aria-labelledby="headingThree" data-parent="#accordion"> <div class="card-body"> Manuel Eugenio Morocho Cayamcela. (2020). "Transfer Learning CNN American Sign Language." Web. </div> </div> </div> <div class="card"> <div class="card-header" id="headingThree"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100 collapsed" role="button" data-toggle="collapse" data-target="#vancouver" aria-expanded="false" aria-controls="collapseThree"> Vancouver </a> </h5> </div> <div id="vancouver" class="collapse" aria-labelledby="headingThree" data-parent="#accordion"> <div class="card-body"> 1. Manuel Eugenio Morocho Cayamcela. Transfer Learning CNN American Sign Language [Internet]. IEEE Dataport; 2020. Available from : https://dx.doi.org/10.21227/4dz0-xv55 </div> </div> </div> <div class="card"> <div class="card-header" id="headingThree"> <h5 class="mb-0"> <a class="btn-link d-inline-block w-100 collapsed" role="button" data-toggle="collapse" data-target="#chicago" aria-expanded="false" aria-controls="collapseThree"> Chicago </a> </h5> </div> <div id="chicago" class="collapse" aria-labelledby="headingThree" data-parent="#accordion"> <div class="card-body"> Manuel Eugenio Morocho Cayamcela. "Transfer Learning CNN American Sign Language." doi: 10.21227/4dz0-xv55 </div> </div> </div> </div> </div> <div class="modal-footer"> <button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button> </div> </div> </div> </div> <div class="modal fade" id="shareModal" tabindex="-1" role="dialog" aria-labelledby="shareModal" aria-hidden="true"> <div class="modal-dialog modal-lg modal-dialog-centered" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLongTitle">Share / Embed</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="card"> <div class="card-body"> <h4 class="card-title">Embed this dataset on another website</h4> <p style="padding-bottom: 10px;">Copy and paste the HTML code below to embed your dataset:</p> <textarea name="embed-code" id="emded-code" style="width: 100%; height: 100px; overflow-x: scroll;" spellcheck="false"><iframe width="100%" height="600" src="https://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language/embed" frameborder="0" class="embed-textarea" allowfullscreen="true" webkitallowfullscreen="true" mozallowfullscreen="true"></iframe></textarea> </div> </div> <div class="card"> <div class="card-body"> <h4 class="card-title">Share via email or social media</h4> <p style="padding-bottom: 10px;">Click the buttons below:</p> <div class="addthis_toolbox addthis_default_style addthis_32x32_style"><a class="addthis_button_facebook"><img src="/sites/all/themes/dataport/images/facebook.png" alt="facebook" /></a><a class="addthis_button_twitter"><img src="/sites/all/themes/dataport/images/twitter.png" alt="twitter" /></a><a class="addthis_button_email"><img src="/sites/all/themes/dataport/images/mail.png" alt="mail" /></a><a class="addthis_button_compact"><img src="/sites/all/themes/dataport/images/addthis.png" alt="share" /></a></div> </div></div> <div class="card"> <div class="card-body"> <h4 class="card-title">Share a link to this dataset</h4> <p><strong for="permalink">Permalink:</strong> http://ieee-dataport.org/open-access/transfer-learning-cnn-american-sign-language</p> <p><strong for="doi-link">DOI Link:</strong> https://dx.doi.org/10.21227/4dz0-xv55</p> <p><strong for="shortlink">Short Link:</strong> http://ieee-dataport.org/2062</p> </div> </div> </div> <div class="modal-footer"> <button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button> </div> </div> </div> </div> <div class="modal fade" id="s3Modal" tabindex="-1" role="dialog" aria-labelledby="s3Modal" aria-hidden="true"> <div class="modal-dialog modal-lg modal-dialog-centered" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLongTitle">Access on AWS</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <textarea id="s3uris" style="width: 100%; height: 300px; white-space: pre; word-wrap: normal; overflow-x: scroll;" readonly="readonly" spellcheck="false">s3://ieee-dataport/open/17649/dataset.zip </textarea> <a class="clipit" style="cursor: pointer; background: url('data:image/png;base64,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') no-repeat; padding-left: 20px; min-height: 20px; line-height: 20px; display: inline-block;" data-clipboard-text="s3://ieee-dataport/open/17649/dataset.zip " data-clipboard-target="#s3uris">Copy All URIs to the Clipboard</a> <div id="clipmsg" style="display: inline-block;"></div> <br><a href="/user" style="cursor: pointer; background: url('data:image/png;base64,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') no-repeat; padding-left: 20px; min-height: 20px; line-height: 20px; display: inline-block; margin: 7px 0;">View AWS Security Credentials</a> <br><a href="/help/accessing-ieee-dataport-dataset-files-through-amazon-web-services-aws" style="cursor: pointer; background: url('data:image/svg+xml;base64,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') no-repeat; background-size: 20px; padding-left: 24px; min-height: 20px; line-height: 20px; display: inline-block;">How to use Access Files on AWS</a> </div> <div class="modal-footer"> <button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button> </div> </div> </div> </div> <!-- Modal --> <div class="modal fade" id="exampleModalRegister" tabindex="-1" aria-labelledby="exampleModalLabel" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLabel">Want to access the data files?</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <p class="lead"><strong>Open Access data files are available to all users upon login. <a href="/saml_login?idp=IEEEDataport&destination=/open-access/transfer-learning-cnn-american-sign-language&utm_source=openaccess&utm_medium=popup&utm_campaign=login_campaign&utm_content=Login">Login</a> or <a href="http://www.ieee.org/go/create_web_account?utm_source=openaccess&utm_medium=popup&utm_campaign=login_campaign&utm_content=Create_a_free_account" target="_blank">create a free account</a> today.</strong></p> </div> <div class="modal-footer"> <a href="/saml_login?idp=IEEEDataport&destination=/open-access/transfer-learning-cnn-american-sign-language"><button type="button" class="btn btn-primary">Login</button></a> <a href="http://www.ieee.org/go/create_web_account" target="_blank"><button type="button" class="btn btn-primary">Create Account</button></a> <button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button> </div> </div> </div> </div> <script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/1.5.10/clipboard.min.js"></script> <script> setTimeout(() => { jQuery('#exampleModalRegister').modal(open); }, 10000); var clipboard = new Clipboard('.clipit'); clipboard.on('success', function(e) { jQuery('#clipmsg').text('Success: Copied to your clipboard!'); jQuery('#clipmsg').addClass('text-success'); jQuery('#clipmsg').removeClass('text-danger'); e.clearSelection(); }); clipboard.on('error', function(e) { jQuery('#clipmsg').text('Could not copy to your clipboard. Please copy manually.'); jQuery('#clipmsg').removeClass('text-success'); jQuery('#clipmsg').addClass('text-danger'); jQuery("#s3uris").focus(); jQuery("#s3uris").select(); }); </script> </div> </div> </div> <footer class="container-fluid top-footer"> <div class="row py-4 mx-auto footer-nav"> <div class="footer-nav-item col-md-3 col-sm-12"> <nav class="navbar navbar-expand-sm py-1 pl-0"> <a class="navbar-brand" href="/"> <img src="/sites/all/themes/dataport/images/dataport-logo-white.svg" alt="IEEE DataPort" class="logo" style="height: 44px; width: auto;"> </a> </nav> <div class="mb-3"> <form class="mailchimp-signup-subscribe-form" action="/open-access/transfer-learning-cnn-american-sign-language" method="post" id="mailchimp-signup-subscribe-block-get-updates-form" accept-charset="UTF-8"><div><div class="mailchimp-signup-subscribe-form-description">Newsletter Signup:</div><div id="mailchimp-newsletter-3333fbe9ca-mergefields" class="mailchimp-newsletter-mergefields"><div class="form-item form-type-textfield form-item-mergevars-EMAIL"> <input placeholder="Email Address *" type="text" id="edit-mergevars-email" name="mergevars[EMAIL]" value="" size="25" maxlength="128" class="form-text required" /> </div> <div id="edit-mergevars-privacy" class="form-radios"><div class="form-item form-type-radio form-item-mergevars-PRIVACY"> <input placeholder="IEEE Privacy Policy" type="radio" id="edit-mergevars-privacy-i-have-read-and-accept-the-ieee-privacy-policy" name="mergevars[PRIVACY]" value="I have read and accept the IEEE Privacy Policy" class="form-radio" /> <label class="option" for="edit-mergevars-privacy-i-have-read-and-accept-the-ieee-privacy-policy">I have read and accept the IEEE Privacy Policy </label> </div> </div></div><input type="hidden" name="form_build_id" value="form-e-lTMWqZXAWV7qziv4OCEOdYGEcpklzfooN3jxOq3OY" /> <input type="hidden" name="form_id" value="mailchimp_signup_subscribe_block_get_updates_form" /> <div class="form-actions form-wrapper" id="edit-actions"><input type="submit" id="edit-submit" name="op" value="Submit" class="form-submit" /></div></div></form></div> <div class="mb-3"> <a href="https://x.com/IEEEDataPort" target="_blank"><img src="/sites/all/themes/dataport/images/x-logo.svg" width="21" class="mr-2"></a> <a href="https://www.linkedin.com/company/ieee-dataport/" target="_blank"><img src="/sites/all/themes/dataport/images/In-White-21@2x.png" width="21"></a> <a href="https://www.youtube.com/@ieeedataport7743" target="_blank"><img src="/sites/all/themes/dataport/images/youtube.svg" width="32" style="margin-left: 6px;"></a> </div> </div> <div class="footer-nav-item col-md-3 col-sm-12 pt-1"> <a href="/why-ieee-dataport" class="btn btn-outline-primary btn-lg mb-3">Why IEEE DataPort?</a> <nav class="navbar pl-0 pt-0"> <ul class="navbar-nav"> <li><a class="nav-link" href="/datasets">Access Datasets</a></li> <li><a class="nav-link" href="/submit-dataset">Submit a Dataset</a></li> <li><a class="nav-link" href="/subscribe">Subscribe</a></li> <li><a class="nav-link" href="/contact">Contact Us</a></li> </ul> </nav> </div> <div class="footer-nav-item col-md-3 col-sm-12 pt-1"> <a href="/news" class="btn btn-outline-primary btn-lg mb-3">IEEE DataPort Resources</a> <nav class="navbar pl-0 pt-0"> <ul class="navbar-nav"> <li><a class="nav-link" href="/search">Dataset Search</a></li> <li><a class="nav-link" href="/insights">Newsletters and Insights</a></li> <li><a class="nav-link" href="/use-cases-and-additional-resources">Use Cases</a></li> <li><a class="nav-link" href="https://supportcenter.ieee.org">IEEE Support Center</a></li> <li><a class="nav-link" href="/help">Help & FAQs</a></li> </ul> </nav> </div> <div class="footer-nav-item col-md-3 col-sm-12 pt-1"> <a href="/institutional-subscriptions" class="btn btn-outline-primary btn-lg mb-3">Business Solutions</a> <nav class="navbar pl-0 pt-0"> <ul class="navbar-nav"> <li><a class="nav-link" href="/institutional-subscriptions">Institutional Subscriptions</a></li> <li><a class="nav-link" href="/corporate-programs">Corporate Partnerships</a></li> <li><a class="nav-link" href="https://ieee-dataport.org/sites/default/files/IEEE-DataPort-Media-Kit-2025.pdf">Advertising/Media Kit</a></li> <!-- li><a class="nav-link" href="#">Data Competition Sponsorship</a></li --> </ul> </nav> </div> </div> </footer> <footer class="container-fluid bottom-footer"> <div class="row py-4 mx-auto justify-content-center" > <p class="text-center"><a href="http://www.ieee.org/index.html" id="u-home">Home</a>  |  <a href="http://www.ieee.org/sitemap.html" id="u-home">Sitemap/More Sites</a>  |  <a href="http://www.ieee.org/about/contact_center/index.html" id="u-contact">Contact</a>  |  <a href="http://www.ieee.org/accessibility_statement.html" id="u-accessibility">Accessibility</a>  |  <a href="http://www.ieee.org/p9-26.html" id="u-non">Nondiscrimination Policy</a>  |  <a href="http://ieee-ethics-reporting.org/" id="u-ethics-reporting">IEEE Ethics Reporting</a>  |  <a href="http://www.ieee.org/security_privacy.html" id="u-privacy">IEEE Privacy Policy</a>  |  <a href="https://www.ieee.org/about/help/site-terms-conditions.html" id="u-terms">Terms & Disclosures</a></p> <p class="text-center">© Copyright <script type="text/javascript">document.write((new Date()).getFullYear());</script> IEEE - All rights reserved. A public charity, IEEE is the world's largest technical professional organization dedicated to advancing technology for the benefit of humanity.</span><br> </div> </footer> <script type="text/javascript" src="https://ieee-dataport.org/sites/default/files/js/js_VU7P4CTgUZdF2SyFko5LLAg9ZK0OSVjXVaAFnTLgVt0.js"></script> <div class="modal fade" id="inscodeModal" tabindex="-1" role="dialog" aria-labelledby="inscodeModal" aria-hidden="true"> <div class="modal-dialog modal-lg modal-dialog-centered" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="exampleModalLongTitle">Institutional Subscription Code</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <form method="post" action="/user"> <label for="inscode">Does your institution have an IEEE DataPort subscription code? If yes, please enter the code below.</label> <input type="text" name="inscode" id="inscode" maxlength="20" size="20"> <input type="submit" class="btn btn-primary" value="Submit"> </form> </div> <div class="modal-footer"> <button type="button" class="btn btn-secondary" data-dismiss="modal">I Don't Have a Code</button> </div> </div> </div> </div> <script><!-- function setCookie(name,value,days) { var expires = ""; if (days) { var date = new Date(); date.setTime(date.getTime() + (days*24*60*60*1000)); expires = "; expires=" + date.toUTCString(); } document.cookie = name + "=" + (value || "") + expires + "; path=/"; } function getCookie(name) { var nameEQ = name + "="; var ca = document.cookie.split(';'); for(var i=0;i < ca.length;i++) { var c = ca[i]; while (c.charAt(0)==' ') c = c.substring(1,c.length); if (c.indexOf(nameEQ) == 0) return c.substring(nameEQ.length,c.length); } return null; } function eraseCookie(name) { document.cookie = name+'=; Max-Age=-99999999;'; } var ref = getCookie('dataportref'); if (ref) { if (ref.includes('manuscriptcentral') && jQuery('.submit-open-access').length) { jQuery('.submit-open-access').attr('href','/open-access-journals'); } } const urlParams = new URLSearchParams(window.location.search); const paramValue = urlParams.get('check_code'); var ins = getCookie('inscookie'); if (ins && !paramValue) { jQuery( document ).ready(function() { setCookie('inscookie',0, 1); jQuery('#inscodeModal').modal('show'); }); } if (paramValue) { setCookie('inscookie',0, 1); window.location.href = '/user'; } jQuery('.webform-client-form-1772').submit(function(e) { var myval = jQuery('.webform-component--ieee-open-access-journal input:checked').val(); if (myval) setCookie('oajournal',myval, 1); }); //--></script> <script src="https://cdn.jsdelivr.net/npm/popper.js@1.12.9/dist/umd/popper.min.js" integrity="sha384-ApNbgh9B+Y1QKtv3Rn7W3mgPxhU9K/ScQsAP7hUibX39j7fakFPskvXusvfa0b4Q" crossorigin="anonymous"></script> <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/js/bootstrap.min.js" integrity="sha384-JjSmVgyd0p3pXB1rRibZUAYoIIy6OrQ6VrjIEaFf/nJGzIxFDsf4x0xIM+B07jRM" crossorigin="anonymous"></script> <script> !function(f,e,a,t,h,r){if(!f[h]){r=f[h]=function(){r.invoke? r.invoke.apply(r,arguments):r.queue.push(arguments)}, r.queue=[],r.loaded=1*new Date,r.version="1.0.0", f.FeathrBoomerang=r;var g=e.createElement(a), h=e.getElementsByTagName("head")[0]||e.getElementsByTagName("script")[0].parentNode; g.async=!0,g.src=t,h.appendChild(g)} }(window,document,"script","https://cdn.feathr.co/js/boomerang.min.js","feathr"); feathr("fly", "588f5ef88e80271ed938605b"); feathr("sprinkle", "page_view"); </script> </body> </html>