COVID-19 Pneumonia Diagnosis Using a Simple 2D Deep Learning Framework With a Single Chest CT Image: Model Development and Validation.

Ko, Hoon; Chung, Heewon; Kang, Wu Seong; Kim, Kyung Won; Shin, Youngbin; Kang, Seung Ji; Lee, Jae Hoon; Kim, Young Jun; Kim, Nan Yeol; Jung, Hyunseok; Lee, Jinseok

Ko, Hoon; Chung, Heewon; Kang, Wu Seong; Kim, Kyung Won; Shin, Youngbin; Kang, Seung Ji; Lee, Jae Hoon; Kim, Young Jun; Kim, Nan Yeol; Jung, Hyunseok; Lee, Jinseok.

Affiliation

Ko H; Department of Biomedical Engineering, Wonkwang University College of Medicine, Iksan-si, Republic of Korea.
Chung H; Department of Biomedical Engineering, Wonkwang University College of Medicine, Iksan-si, Republic of Korea.
Kang WS; Department of Trauma Surgery, Wonkwang University Hospital, Iksan-si, Republic of Korea.
Kim KW; Department of Radiology and Research Institute of Radiology, Asan Image Metrics, Clinical Trial Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
Shin Y; Department of Radiology and Research Institute of Radiology, Asan Image Metrics, Clinical Trial Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
Kang SJ; Department of Internal Medicine, Chonnam National University Medical School, Gwangju-si, Republic of Korea.
Lee JH; Department of Internal Medicine, Wonkwang University Hospital, Iksan-si, Republic of Korea.
Kim YJ; Department of Internal Medicine, Wonkwang University Hospital, Iksan-si, Republic of Korea.
Kim NY; Department of Trauma Surgery, Wonkwang University Hospital, Iksan-si, Republic of Korea.
Jung H; Department of Radiology, Wonkwang University Hospital, Iksan-si, Republic of Korea.
Lee J; Department of Biomedical Engineering, Wonkwang University College of Medicine, Iksan-si, Republic of Korea.

J Med Internet Res ; 22(6): e19569, 2020 06 29.

Article de En | MEDLINE | ID: mdl-32568730

Sujet(s)
Mots clés

COVID-19; CT; artificial intelligence; chest CT; convolutional neural networks, transfer learning; deep learning; diagnosis; neural network; pneumonia; scan

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Texte intégral: 1 Collection: 01-internacional Base de données: MEDLINE Sujet principal: Pneumopathie virale / Tomodensitométrie / Infections à coronavirus / Apprentissage profond Type d'étude: Diagnostic_studies / Prognostic_studies Limites: Female / Humans / Male / Middle aged Langue: En Journal: J Med Internet Res Sujet du journal: INFORMATICA MEDICA Année: 2020 Type de document: Article Pays de publication: Canada

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