Improved Automated Detection of Diabetic Retinopathy on a Publicly Available Dataset Through Integration of Deep Learning

D. Abràmoff, Michael; Lou, Yiyue; Erginay, Ali; Clarida, Warren; Amelon, Ryan; C. Folk, James; Niemeijer, Meindert

doi:10.1167/iovs.16-19964

Public

Improved Automated Detection of Diabetic Retinopathy on a Publicly Available Dataset Through Integration of Deep Learning

Published in Investigative Ophthalmology & Visual Science • Oct 4, 2016

Authors:

Michael D. Abràmoff

Yiyue Lou

Ali Erginay

Abstract

PURPOSE: To compare performance of a deep-learning enhanced algorithm for automated detection of diabetic retinopathy (DR), to the previously published performance of that algorithm, the Iowa Detection Program (IDP)-without deep learning components-on the same publicly available set of fundus images...

Subject

Medicine

Diabetic retinopathy

Artificial intelligence

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