Improved Training Efficiency for Retinopathy of Prematurity Deep Learning Models Using Comparison versus Class Labels.

Hanif, Adam; Yildiz, Ilkay; Tian, Peng; Kalkanli, Beyza; Erdogmus, Deniz; Ioannidis, Stratis; Dy, Jennifer; Kalpathy-Cramer, Jayashree; Ostmo, Susan; Jonas, Karyn; Chan, R V Paul; Chiang, Michael F; Campbell, J Peter

Hanif, Adam; Yildiz, Ilkay; Tian, Peng; Kalkanli, Beyza; Erdogmus, Deniz; Ioannidis, Stratis; Dy, Jennifer; Kalpathy-Cramer, Jayashree; Ostmo, Susan; Jonas, Karyn; Chan, R V Paul; Chiang, Michael F; Campbell, J Peter.

Afiliação

Hanif A; Department of Ophthalmology, Oregon Health & Science University, Portland, Oregon.
Yildiz I; Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts.
Tian P; Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts.
Kalkanli B; Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts.
Erdogmus D; Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts.
Ioannidis S; Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts.
Dy J; Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts.
Kalpathy-Cramer J; Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging Clinical Computational Neuroimaging Group, Charlestown, Massachusetts.
Ostmo S; Department of Ophthalmology, Oregon Health & Science University, Portland, Oregon.
Jonas K; Department of Ophthalmology, University of Illinois at Chicago College of Medicine, Chicago, Illinois.
Chan RVP; Department of Ophthalmology, University of Illinois at Chicago College of Medicine, Chicago, Illinois.
Chiang MF; National Eye Institute, National Institutes of Health, Bethesda, Maryland.
Campbell JP; Department of Ophthalmology, Oregon Health & Science University, Portland, Oregon.

Ophthalmol Sci ; 2(2): 100122, 2022 Jun.

Article em En | MEDLINE | ID: mdl-36249702

Palavras-chave

ANOVA, analysis of variance; AUC, area under the receiver operating characteristic curve; Artificial intelligence; Deep learning; ICROP, International Classification of Retinopathy of Prematurity; Labels; Neural networks; ROP, retinopathy of prematurity; Retinopathy of prematurity; i-ROP, Imaging and Informatics in ROP

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Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Observational_studies / Prognostic_studies Idioma: En Revista: Ophthalmol Sci Ano de publicação: 2022 Tipo de documento: Article

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