Automated identification and grading system of diabetic retinopathy using deep neural networks

作者:

Highlights:

• We established a high-quality labelled dataset of DR medical images.

• We developed a novel and well-performing DR recognition and classification system.

• The optimal combination of ensemble model was explored experimentally.

摘要

•We established a high-quality labelled dataset of DR medical images.•We developed a novel and well-performing DR recognition and classification system.•The optimal combination of ensemble model was explored experimentally.

论文关键词:Deep learning,Diabetic retinopathy,Ensemble learning,Fundus images,Image classification,Transfer learning

论文评审过程:Received 31 October 2018, Revised 14 March 2019, Accepted 15 March 2019, Available online 22 March 2019, Version of Record 26 April 2019.

论文官网地址:https://doi.org/10.1016/j.knosys.2019.03.016