Detecting Glaucoma from Fundus Photographs Using Deep Learning without Convolutions: Transformer for Improved Generalization.

Fan, Rui; Alipour, Kamran; Bowd, Christopher; Christopher, Mark; Brye, Nicole; Proudfoot, James A; Goldbaum, Michael H; Belghith, Akram; Girkin, Christopher A; Fazio, Massimo A; Liebmann, Jeffrey M; Weinreb, Robert N; Pazzani, Michael; Kriegman, David; Zangwill, Linda M

Fan, Rui; Alipour, Kamran; Bowd, Christopher; Christopher, Mark; Brye, Nicole; Proudfoot, James A; Goldbaum, Michael H; Belghith, Akram; Girkin, Christopher A; Fazio, Massimo A; Liebmann, Jeffrey M; Weinreb, Robert N; Pazzani, Michael; Kriegman, David; Zangwill, Linda M.

Afiliación

Fan R; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Alipour K; Department of Computer Science and Engineering, University of California San Diego, La Jolla, California.
Bowd C; Department of Control Science and Engineering, Tongji University, Shanghai 201804, China.
Christopher M; Department of Computer Science and Engineering, University of California San Diego, La Jolla, California.
Brye N; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Proudfoot JA; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Goldbaum MH; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Belghith A; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Girkin CA; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Fazio MA; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Liebmann JM; Department of Ophthalmology, School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama.
Weinreb RN; Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California.
Pazzani M; Department of Ophthalmology, School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama.
Kriegman D; Department of Biomedical Engineering, School of Engineering, The University of Alabama at Birmingham, Birmingham, Alabama.
Zangwill LM; Bernard and Shirlee Brown Glaucoma Research Laboratory, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, New York.

Ophthalmol Sci ; 3(1): 100233, 2023 Mar.

Article en En | MEDLINE | ID: mdl-36545260

Palabras clave

AI, artificial intelligence; AUROC, areas under the receiver operating characteristic curve; CI, confidence interval; CNN, convolutional neural network; DL, deep learning; Deep learning; DeiT, Data-efficient image Transformer; Fundus photographs; Glaucoma detection; LAG, Large-Scale Attention-Based Glaucoma; OHTS, Ocular Hypertension Treatment Study; POAG, primary open-angle glaucoma; SoTA, state-of-the-art; VF, visual field; ViT, Vision Transformer; Vision Transformers

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Tipo de estudio: Prognostic_studies Idioma: En Revista: Ophthalmol Sci Año: 2023 Tipo del documento: Article Pais de publicación: Países Bajos

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