Deep learning model for extensive smartphone-based diagnosis and triage of cataracts and multiple corneal diseases.

Journal: The British journal of ophthalmology
Published Date:

Abstract

AIM: To develop an artificial intelligence (AI) algorithm that diagnoses cataracts/corneal diseases from multiple conditions using smartphone images.

Authors

  • Yuta Ueno
    Department of Ophthalmology, University of Tsukuba, Tsukuba, Japan.
  • Masahiro Oda
    Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan.
  • Takefumi Yamaguchi
    Department of Ophthalmology, Tokyo Dental College Ichikawa General Hospital, Ichikawa, Japan yamaguchit@tdc.ac.jp.
  • Hideki Fukuoka
    Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan.
  • Ryohei Nejima
    Miyata Eye Hospital, Miyakonojo, Japan.
  • Yoshiyuki Kitaguchi
    Department of Ophthalmology, Osaka University Graduate School of Medicine, 2-2 Yamadaoka, Suita, Osaka, 565-0871, Japan. kitaguchi@ophthal.med.osaka-u.ac.jp.
  • Masahiro Miyake
    Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan. miyakem@kuhp.kyoto-u.ac.jp.
  • Masato Akiyama
    Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, 230-0045, Japan.
  • Kazunori Miyata
    Miyata Eye Hospital, Department of Ophthalmology, Miyakonojo, Japan.
  • Kenji Kashiwagi
    Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, 1110 Shimokato, Chuo, Yamanashi, Japan. kenjik@yamanashi.ac.jp.
  • Naoyuki Maeda
    Department of Ophthalmology, Osaka University Graduate School of Medicine, Osaka, Japan.
  • Jun Shimazaki
    Department of Ophthalmology, Tokyo Dental College Ichikawa General Hospital, 5-11-13 Sugano, Ichikawa-shi, Chiba, 272-8513, Japan.
  • Hisashi Noma
    Department of Data Science, The Institute of Statistical Mathematics, Tokyo, Japan.
  • Kensaku Mori
    Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan.
  • Tetsuro Oshika
    Department of Ophthalmology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan.