Style transfer strategy for developing a generalizable deep learning application in digital pathology.

Shin, Seo Jeong; You, Seng Chan; Jeon, Hokyun; Jung, Ji Won; An, Min Ho; Park, Rae Woong; Roh, Jin

Shin, Seo Jeong; You, Seng Chan; Jeon, Hokyun; Jung, Ji Won; An, Min Ho; Park, Rae Woong; Roh, Jin.

Afiliação

Shin SJ; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Republic of Korea.
You SC; Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, Republic of Korea.
Jeon H; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Republic of Korea.
Jung JW; Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea; Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.
An MH; So Ahn Public Health Center, Wando-gun, Jeollanam-do, Republic of Korea.
Park RW; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Republic of Korea; Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, Republic of Korea. Electronic address: veritas@ajou.ac.kr.
Roh J; Department of Pathology, Ajou University Hospital, Suwon, Republic of Korea. Electronic address: jin.roh@aumc.ac.kr.

Comput Methods Programs Biomed ; 198: 105815, 2021 Jan.

Article em En | MEDLINE | ID: mdl-33160111

Assuntos

Aprendizado Profundo; Área Sob a Curva; Inteligência Artificial; Humanos; Redes Neurais de Computação; Curva ROC

Palavras-chave

CycleGAN; Deep Learning; Digital Pathology; Style Transfer

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Aprendizado Profundo Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Revista: Comput Methods Programs Biomed Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2021 Tipo de documento: Article País de publicação: Irlanda

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