Utility of Deep Learning Methods for Referability Classification of Age-Related Macular Degeneration

被引：38

作者：

Burlina, Phillippe ^{[1
,2
,3
]}

Joshi, Neil ^{[1
]}

Pacheco, Katia D. ^{[4
]}

Freund, David E. ^{[1
]}

Kong, Jun ^{[5
]}

Bressler, Neil M. ^{[2
]}

机构：

[1] Johns Hopkins Univ, Appl Phys Lab, Baltimore, MD 21218 USA

[2] Johns Hopkins Univ, Sch Med, Wilmer Eye Inst, Retina Div, 600 N Wolfe St, Baltimore, MD 21287 USA

[3] Johns Hopkins Univ, Dept Comp Sci, Malone Ctr Engn Healthcare, Baltimore, MD 21218 USA

[4] Vis Eye Hosp, Brazilian Ctr, Dept Ophthalmol, Retina Div, Brasilia, DF, Brazil

[5] China Med Univ, Hosp Eye, Affiliated Hosp 4, Dept Ophthalmol, Shenyang, Liaoning, Peoples R China

来源：

JAMA OPHTHALMOLOGY | 2018年 / 136卷 / 11期

关键词：

DIABETIC-RETINOPATHY; IMAGES;

D O I：

10.1001/jamaophthalmol.2018.3799

中图分类号：

R77 [眼科学];

学科分类号：

100212 ;

摘要：

引用

页码：1305 / 1307

页数：3

共 7 条

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[3] Automated Grading of Age-Related Macular Degeneration From Color Fundus Images Using Deep Convolutional Neural Networks
Burlina, Philippe M.
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[J]. JAMA OPHTHALMOLOGY, 2017, 135 (11) : 1170 - 1176
[4] He K, 2016, P IEEE C COMP VIS PA, P771
[5] Deep image mining for diabetic retinopathy screening
Quellec, Gwenole
Charriere, Katia
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[J]. MEDICAL IMAGE ANALYSIS, 2017, 39 : 178 - 193
[6] Development and Validation of a Deep Learning System for Diabetic Retinopathy and Related Eye Diseases Using Retinal Images From Multiethnic Populations With Diabetes
Ting, Daniel Shu Wei
Cheung, Carol Yim-Lui
Lim, Gilbert
Tan, Gavin Siew Wei
Quang, Nguyen D.
Gan, Alfred
Hamzah, Haslina
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Wong, Tien Yin
[J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2017, 318 (22): : 2211 - 2223
[7] CURRENT KNOWLEDGE AND TRENDS IN AGE-RELATED MACULAR DEGENERATION Genetics, Epidemiology, and Prevention
Velez-Montoya, Raul
Oliver, Scott C. N.
Olson, Jeffrey L.
Fine, Stuart L.
Quiroz-Mercado, Hugo
Mandava, Naresh
[J]. RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2014, 34 (03): : 423 - 441

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