{"id":10961,"date":"2022-08-29T13:47:07","date_gmt":"2022-08-29T06:47:07","guid":{"rendered":"https:\/\/binus.ac.id\/malang\/?p=10961"},"modified":"2022-08-29T13:47:07","modified_gmt":"2022-08-29T06:47:07","slug":"fine-grained-image-classification-using-nts-net","status":"publish","type":"post","link":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/","title":{"rendered":"Fine-grained Image Classification Using NTS-Net"},"content":{"rendered":"<p style=\"text-align: justify\">Over the past decade, deep learning has become the core one of the most powerful and robust algorithms in the artificial intelligence and machine learning field (Zhang et al., 2022). The Deep learning can be implemented with good performance in tasks of acoustics, images, natural language processing, etc. Here will discuss particular on the image field. In image research self there found many tasks that can do it, one of them was image classification or image recognition. For image classification, we discuss famous algorithms that suitable to classify images from the fine-grained dataset. Some fine-grained datasets are Caltech-UCSD Birds (CUB-200-2011), Stanford Cars, and Fine-Grained Visual Classification (FGVC) Aircraft. And the deep learning algorithm that has been giving the satisfying performance was NTS-Net (see Figure 1). NTS-Net stands for Navigator-Teacher-Scrutinizer Network (Yang et al., 2018).<\/p>\n<p style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-10962\" src=\"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png\" alt=\"\" width=\"486\" height=\"356\" srcset=\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png 640w, https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-1200x879.png 1200w, https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-480x352.png 480w, https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-768x563.png 768w, https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-1024x750.png 1024w, https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1.png 1373w\" sizes=\"auto, (max-width: 486px) 100vw, 486px\" \/><\/p>\n<p>Referensi:<\/p>\n<p>Yang, Z., Luo, T., Wang, D., Hu, Z., Gao, J., &amp; Wang, L. (2018). <em>Learning to Navigate for Fine-grained Classification<\/em>. arXiv. https:\/\/doi.org\/10.48550\/ARXIV.1809.00287<\/p>\n<p>Zhang, Z., Cui, P., &amp; Zhu, W. (2022). Deep Learning on Graphs: A Survey. <em>IEEE Transactions on Knowledge and Data Engineering<\/em>, <em>34<\/em>(1), 249\u2013270. https:\/\/doi.org\/10.1109\/TKDE.2020.2981333<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Over the past decade, deep learning has become the core one of the most powerful and robust algorithms in the artificial intelligence and machine learning field (Zhang et al., 2022). The Deep learning can be implemented with good performance in tasks of acoustics, images, natural language processing, etc. Here will discuss particular on the image [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[],"class_list":["post-10961","post","type-post","status-publish","format-standard","hentry","category-computer-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Fine-grained Image Classification Using NTS-Net | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang<\/title>\n<meta name=\"description\" content=\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Fine-grained Image Classification Using NTS-Net | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\" \/>\n<meta property=\"og:description\" content=\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\" \/>\n<meta property=\"og:site_name\" content=\"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\" \/>\n<meta property=\"article:published_time\" content=\"2022-08-29T06:47:07+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png\" \/>\n<meta name=\"author\" content=\"informatics\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"informatics\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\"},\"author\":{\"name\":\"informatics\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183\"},\"headline\":\"Fine-grained Image Classification Using NTS-Net\",\"datePublished\":\"2022-08-29T06:47:07+00:00\",\"dateModified\":\"2022-08-29T06:47:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\"},\"wordCount\":186,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\"},\"image\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png\",\"articleSection\":[\"Computer Science\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\",\"url\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\",\"name\":\"Fine-grained Image Classification Using NTS-Net | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\",\"isPartOf\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png\",\"datePublished\":\"2022-08-29T06:47:07+00:00\",\"dateModified\":\"2022-08-29T06:47:07+00:00\",\"description\":\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\",\"breadcrumb\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage\",\"url\":\"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png\",\"contentUrl\":\"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/binus.ac.id\/malang\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Fine-grained Image Classification Using NTS-Net\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#website\",\"url\":\"https:\/\/binus.ac.id\/malang\/\",\"name\":\"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\",\"description\":\"BINUS UNIVERSITY\",\"publisher\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/binus.ac.id\/malang\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\",\"name\":\"BINUS UNIVERSITY\",\"url\":\"https:\/\/binus.ac.id\/malang\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png\",\"contentUrl\":\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png\",\"width\":140,\"height\":84,\"caption\":\"BINUS UNIVERSITY\"},\"image\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183\",\"name\":\"informatics\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g\",\"caption\":\"informatics\"},\"url\":\"https:\/\/binus.ac.id\/malang\/author\/informatics\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Fine-grained Image Classification Using NTS-Net | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/","og_locale":"en_US","og_type":"article","og_title":"Fine-grained Image Classification Using NTS-Net | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","og_description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","og_url":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/","og_site_name":"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","article_published_time":"2022-08-29T06:47:07+00:00","og_image":[{"url":"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png"}],"author":"informatics","twitter_card":"summary_large_image","twitter_misc":{"Written by":"informatics","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#article","isPartOf":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/"},"author":{"name":"informatics","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183"},"headline":"Fine-grained Image Classification Using NTS-Net","datePublished":"2022-08-29T06:47:07+00:00","dateModified":"2022-08-29T06:47:07+00:00","mainEntityOfPage":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/"},"wordCount":186,"commentCount":0,"publisher":{"@id":"https:\/\/binus.ac.id\/malang\/#organization"},"image":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage"},"thumbnailUrl":"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png","articleSection":["Computer Science"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/","url":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/","name":"Fine-grained Image Classification Using NTS-Net | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","isPartOf":{"@id":"https:\/\/binus.ac.id\/malang\/#website"},"primaryImageOfPage":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage"},"image":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage"},"thumbnailUrl":"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png","datePublished":"2022-08-29T06:47:07+00:00","dateModified":"2022-08-29T06:47:07+00:00","description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","breadcrumb":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#primaryimage","url":"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png","contentUrl":"http:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2022\/08\/Picture1-640x469.png"},{"@type":"BreadcrumbList","@id":"https:\/\/binus.ac.id\/malang\/2022\/08\/fine-grained-image-classification-using-nts-net\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/binus.ac.id\/malang\/"},{"@type":"ListItem","position":2,"name":"Fine-grained Image Classification Using NTS-Net"}]},{"@type":"WebSite","@id":"https:\/\/binus.ac.id\/malang\/#website","url":"https:\/\/binus.ac.id\/malang\/","name":"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","description":"BINUS UNIVERSITY","publisher":{"@id":"https:\/\/binus.ac.id\/malang\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/binus.ac.id\/malang\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/binus.ac.id\/malang\/#organization","name":"BINUS UNIVERSITY","url":"https:\/\/binus.ac.id\/malang\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/","url":"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png","contentUrl":"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png","width":140,"height":84,"caption":"BINUS UNIVERSITY"},"image":{"@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183","name":"informatics","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g","caption":"informatics"},"url":"https:\/\/binus.ac.id\/malang\/author\/informatics\/"}]}},"_links":{"self":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/10961","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/comments?post=10961"}],"version-history":[{"count":1,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/10961\/revisions"}],"predecessor-version":[{"id":10963,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/10961\/revisions\/10963"}],"wp:attachment":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/media?parent=10961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/categories?post=10961"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/tags?post=10961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}