{"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\/zh-hans\/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\/zh-hans\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\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: P100 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.radisentech.com\/zh-hans\/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\/zh-hans\/publication\/study-on-the-tb-and-non-tb-diagnosis-using-two-step-deep-learning-based-binary-classifier\/\",\"url\":\"https:\/\/www.radisentech.com\/zh-hans\/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 - 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