The usefulness of the Deep Learning method of variational autoencoder to reduce measurement noise in glaucomatous visual fields

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Author	Asaoka, Ryo Department of Ophthalmology, Graduate School of Medicine and Faculty of Medicine, The University of Tokyo, Tokyo, 113-8655, Japan Seirei Hamamatsu General Hospital, Shizuoka, 432-8558, Japan Seirei Christpther University, Shizuoka, 433-8558, Japan Murata, Hiroshi Department of Ophthalmology, Graduate School of Medicine and Faculty of Medicine, The University of Tokyo, Tokyo, 113-8655, Japan Seirei Hamamatsu General Hospital, Shizuoka, 432-8558, Japan Seirei Christpther University, Shizuoka, 433-8558, Japan Asano, Shotaro Department of Ophthalmology, Graduate School of Medicine and Faculty of Medicine, The University of Tokyo, Tokyo, 113-8655, Japan Matsuura, Masato Department of Ophthalmology, Graduate School of Medicine and Faculty of Medicine, The University of Tokyo, Tokyo, 113-8655, Japan Department of Ophthalmology, Graduate School of Medical Sciences, Kitasato University, Kanagawa, 252-0374, Japan Fujino, Yuri Department of Ophthalmology, Graduate School of Medicine and Faculty of Medicine, The University of Tokyo, Tokyo, 113-8655, Japan Department of Ophthalmology, Graduate School of Medical Sciences, Kitasato University, Kanagawa, 252-0374, Japan Miki, Atsuya Department of Ophthalmology, Osaka University Graduate School of Medicine, Osaka, 565-0871, Japan TANITO, Masaki Mizoue, Shiro Department of Ophthalmology, Ehime University Graduate School of Medicine, Ehime, 791-0295, Japan Mori, Kazuhiko Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan Suzuki, Katsuyoshi Department of Ophthalmology, Yamaguchi University Graduate School of Medicine, Yamaguchi, 755-0046, Japan Yamashita, Takehiro Department of Ophthalmology, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, 890-0075, Japan Kashiwagi , Kenji Department of Ophthalmology, University of Yamanashi Faculty of Medicine, Yamanashi, 409-3898, Japan Shoji , Nobuyuki Department of Ophthalmology, Graduate School of Medical Sciences, Kitasato University, Kanagawa, 252-0374, Japan
Journal Title	SCIENTIFIC REPORTS
Volume	10
Issue	1
ISSN	2045-2322
Published Date	2020-05-12
DOI	10.1038/s41598-020-64869-6
PubMed ID	32398783
Publisher	NATURE PUBLISHING GROUP
NII Type	Journal Article
OAI-PMH Set	Faculty of Medicine
Remark	Supported in part by Grants 25861618 (HM) and 19H01114 and 18KK0253 and 26462679 (RA) from the Ministry of Education, Culture, Sports, Science and Technology of Japan, and grants from Suzuken Memorial Foundation and Mitsui Life Social Welfare Foundation.