View in EDS

Detection of pediatric cataracts through non-invasive facial photography using deep convolutional neural networks for early diagnosis.

Saved in:
Bibliographic Details
Title: Detection of pediatric cataracts through non-invasive facial photography using deep convolutional neural networks for early diagnosis.
Authors: Hayashi S; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan. zhion.hayashi@gmail.com.; Department of Ophthalmology, Faculty of Medicine, Yamagata University, 2‑2‑2 Iidanishi, Yamagata, Yamagata, 990‑9585, Japan. zhion.hayashi@gmail.com., Kashizuka E; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Sakata K; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Motomiya N; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Asakawa Y; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Hayasaki M; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Yokoi T; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Yoshida T; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Nishina S; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan., Okamura K; Department of Systems Developmental Biology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.
Source: BMC ophthalmology [BMC Ophthalmol] 2026 Apr 10; Vol. 26 (1). Date of Electronic Publication: 2026 Apr 10.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100967802 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2415 (Electronic) Linking ISSN: 14712415 NLM ISO Abbreviation: BMC Ophthalmol Subsets: MEDLINE; In Process
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41963865
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Detection of pediatric cataracts through non-invasive facial photography using deep convolutional neural networks for early diagnosis.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Hayashi+S%22">Hayashi S</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan. zhion.hayashi@gmail.com.; Department of Ophthalmology, Faculty of Medicine, Yamagata University, 2‑2‑2 Iidanishi, Yamagata, Yamagata, 990‑9585, Japan. zhion.hayashi@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kashizuka+E%22">Kashizuka E</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Sakata+K%22">Sakata K</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Motomiya+N%22">Motomiya N</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Asakawa+Y%22">Asakawa Y</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Hayasaki+M%22">Hayasaki M</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Yokoi+T%22">Yokoi T</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Yoshida+T%22">Yoshida T</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Nishina+S%22">Nishina S</searchLink>; Division of Ophthalmology, National Center for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.<br /><searchLink fieldCode="AU" term="%22Okamura+K%22">Okamura K</searchLink>; Department of Systems Developmental Biology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya, Tokyo, 157-8535, Japan.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22100967802%22">BMC ophthalmology</searchLink> [BMC Ophthalmol] 2026 Apr 10; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Apr 10.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>100967802 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1471-2415 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214712415%22">14712415 </searchLink><i>NLM ISO Abbreviation: </i>BMC Ophthalmol <i>Subsets: </i>MEDLINE; In Process
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41963865
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1186/s12886-026-04795-9
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Detection of pediatric cataracts through non-invasive facial photography using deep convolutional neural networks for early diagnosis.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Hayashi S
      – PersonEntity:
          Name:
            NameFull: Kashizuka E
      – PersonEntity:
          Name:
            NameFull: Sakata K
      – PersonEntity:
          Name:
            NameFull: Motomiya N
      – PersonEntity:
          Name:
            NameFull: Asakawa Y
      – PersonEntity:
          Name:
            NameFull: Hayasaki M
      – PersonEntity:
          Name:
            NameFull: Yokoi T
      – PersonEntity:
          Name:
            NameFull: Yoshida T
      – PersonEntity:
          Name:
            NameFull: Nishina S
      – PersonEntity:
          Name:
            NameFull: Okamura K
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 10
              M: 04
              Text: 2026 Apr 10
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1471-2415
          Numbering:
            – Type: volume
              Value: 26
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: BMC ophthalmology
              Type: main
ResultId 1