Development and Validation of a Deep Learning System for Diabetic Retinopathy and Related Eye Diseases Using Retinal Images From Multiethnic Populations With Diabetes

Author:

Ting Daniel Shu Wei12,Cheung Carol Yim-Lui13,Lim Gilbert4,Tan Gavin Siew Wei12,Quang Nguyen D.1,Gan Alfred1,Hamzah Haslina1,Garcia-Franco Renata5,San Yeo Ian Yew12,Lee Shu Yen12,Wong Edmund Yick Mun12,Sabanayagam Charumathi12,Baskaran Mani12,Ibrahim Farah2,Tan Ngiap Chuan26,Finkelstein Eric A.7,Lamoureux Ecosse L.12,Wong Ian Y.8,Bressler Neil M.9,Sivaprasad Sobha10,Varma Rohit11,Jonas Jost B.12,He Ming Guang13,Cheng Ching-Yu12,Cheung Gemmy Chui Ming12,Aung Tin12,Hsu Wynne4,Lee Mong Li4,Wong Tien Yin12

Affiliation:

1. Singapore Eye Research Institute, Singapore National Eye Center, Singapore

2. Duke-NUS Medical School, National University of Singapore, Singapore

3. Department of Ophthalmology and Visual Sciences, Chinese University of Hong Kong, Hong Kong SAR, China

4. School of Computing, National University of Singapore

5. Instituto Mexicano De Oftalmologia, IAP, Queretaro, Mexico.

6. SingHealth Polyclinic, Singapore Health Service, Singapore

7. Lien Center for Palliative Care, Health Services and Systems Research Program, Duke-NUS Graduate Medical School, Singapore

8. Department of Ophthalmology, The University of Hong Kong, Hong Kong SAR, China

9. Johns Hopkins Wilmer Eye Institute, Baltimore, Maryland

10. Moorfields Eye Hospital National Health Service Foundation Trust, London, United Kingdom

11. University of Southern California Gayle and Edward Roski Eye Institute, Los Angeles, California

12. Department of Ophthalmology, Ruprecht-Karls University of Heidelberg, Heidelberg, Germany

13. State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Centre, Sun Yatsen University, Guangzhou, China

Publisher

American Medical Association (AMA)

Subject

General Medicine

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