{"id":1429,"date":"2024-07-08T00:19:18","date_gmt":"2024-07-08T00:19:18","guid":{"rendered":"https:\/\/webdot-alb.radisentech.com\/?post_type=publication&#038;p=1429"},"modified":"2024-08-28T07:29:56","modified_gmt":"2024-08-28T07:29:56","slug":"study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier","status":"publish","type":"publication","link":"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/","title":{"rendered":"Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<h2 class=\"wp-block-heading\" id=\"h-published\">Published<\/h2>\n\n\n\n<p>Journal of Instrumentation, 2020, 15.10: P10011<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-authors\">Authors<\/h2>\n\n\n\n<p>Seung Hoon Yoo<sup>1<\/sup>, GengHui Geng<sup>1<\/sup>, Tin Lok Chiu<sup>1<\/sup>, Siu Ki Yu<sup>1<\/sup>, Dae Chul Cho<sup>2<\/sup>, Jin Heo<sup>2<\/sup>, Min Sung Choi<sup>2<\/sup>, Il Hyun Cho<sup>2<\/sup>, Cong Cung Van<sup>3<\/sup>, Nguen Viet Nhung<sup>3<\/sup>, and Byung Jun Min<sup>4<\/sup><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-affiliations\">Affiliations<\/h2>\n\n\n\n<p><em><sup>1<\/sup>Medical Physics and Research Department, Hong Kong Sanatorium &amp; Hospital,<br>2 Village Road, Happy Valley, Hong Kong, China<br><sup>2<\/sup>Division of Artificial Intelligent Clinical Research, Radisen,<br>128, Gongduk B\/D, Saechang-ro, Mapo-gu, Seoul, Korea<br><sup>3<\/sup>National Tuberculosis Programme, Vietnam National Lung Hospital,<br>Hanoi, Vietnam<br><sup>4<\/sup>Department of Radiation Oncology, Chungbuk National University Hospital,<br>776, 1 Sunhwan-ro, Seowon-gu, Cheongju, Korea<\/em><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\" id=\"h-abstract\">Abstract<\/h2>\n\n\n\n<p>A deep learning-based binary classifier was proposed to diagnose tuberculosis (TB) and non-TB disease using a chest X-ray radiograph. The proposed classifier comprised two-step binary decision trees, each trained by a deep learning model with convolution neural network (CNN) based on the PyTorch frame. Normal and abnormal images of chest X-ray was classified in the first step. The abnormal images were predicted to be classified into TB and non-TB disease by the second step of the process. The accuracies of first and second step were 98% and 80% respectively. Moreover, re-training could improve the stability of prediction accuracy for images in different data groups.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1748-0221\/15\/10\/P10011\/meta\">Link to Publication<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false},"categories":[],"class_list":["post-1429","publication","type-publication","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v22.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier - RadiSen<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier\" \/>\n<meta property=\"og:description\" content=\"Published Journal of Instrumentation, 2020, 15.10: P10011 Authors Seung Hoon Yoo1, GengHui Geng1, Tin Lok Chiu1, Siu Ki Yu1, Dae Chul Cho2, Jin Heo2, Min Sung Choi2, Il Hyun Cho2, Cong Cung Van3, Nguen Viet Nhung3, and Byung Jun Min4 Affiliations 1Medical Physics and Research Department, Hong Kong Sanatorium &amp; Hospital,2 Village Road, Happy Valley, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\" \/>\n<meta property=\"og:site_name\" content=\"RadiSen\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-28T07:29:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.radisentech.com\/wp-content\/uploads\/2024\/06\/Site-image.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\",\"url\":\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\",\"name\":\"Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier - RadiSen\",\"isPartOf\":{\"@id\":\"https:\/\/www.radisentech.com\/en\/#website\"},\"datePublished\":\"2024-07-08T00:19:18+00:00\",\"dateModified\":\"2024-08-28T07:29:56+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.radisentech.com\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.radisentech.com\/en\/#website\",\"url\":\"https:\/\/www.radisentech.com\/en\/\",\"name\":\"RadiSen\",\"description\":\"AI\ub97c \ud1b5\ud55c \uc758\ub8cc \ud601\uc2e0\uc73c\ub85c \uac74\uac15\ud55c \uc0b6\uc758 \uac00\uce58\ub97c \ub192\uc785\ub2c8\ub2e4.\",\"publisher\":{\"@id\":\"https:\/\/www.radisentech.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.radisentech.com\/en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.radisentech.com\/en\/#organization\",\"name\":\"RadiSen\",\"url\":\"https:\/\/www.radisentech.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.radisentech.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.radisentech.com\/wp-content\/uploads\/2024\/06\/favicon.png\",\"contentUrl\":\"https:\/\/www.radisentech.com\/wp-content\/uploads\/2024\/06\/favicon.png\",\"width\":512,\"height\":512,\"caption\":\"RadiSen\"},\"image\":{\"@id\":\"https:\/\/www.radisentech.com\/en\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier - RadiSen","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:\/\/www.radisentech.com\/en\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/","og_locale":"en_US","og_type":"article","og_title":"Study on the TB and Non-TB Diagnosis Using Two-Step Deep Learning-Based Binary Classifier","og_description":"Published Journal of Instrumentation, 2020, 15.10: P10011 Authors Seung Hoon Yoo1, GengHui Geng1, Tin Lok Chiu1, Siu Ki Yu1, Dae Chul Cho2, Jin Heo2, Min Sung Choi2, Il Hyun Cho2, Cong Cung Van3, Nguen Viet Nhung3, and Byung Jun Min4 Affiliations 1Medical Physics and Research Department, Hong Kong Sanatorium &amp; 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