Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy

Sayres Rory; Taly Ankur; Rahimy Ehsan; Blumer Katy; Coz David; Hammel Naama; Krause Jonathan; Narayanaswamy Arunachalam; Rastegar Zahra; Wu Derek; Xu Shawn; Barb Scott; Joseph Anthony; Shumski Michael; Smith Jesse; Sood Arjun B.; Corrado Greg S.; Peng Lily; Webster Dale R.

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Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy

机译：利用深度学习算法和集成梯度解释，促使糖尿病视网膜病变分级

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摘要

Purpose: To understand the impact of deep learning diabetic retinopathy (DR) algorithms on physician readers in computer-assisted settings.

机译：目的：了解计算机辅助设置中深入学习糖尿病视网膜病变（DR）算法对医师读者的影响。

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来源
《Ophthalmology》 |2019年第4期|共13页
作者
Sayres Rory; Taly Ankur; Rahimy Ehsan; Blumer Katy; Coz David; Hammel Naama; Krause Jonathan; Narayanaswamy Arunachalam; Rastegar Zahra; Wu Derek; Xu Shawn; Barb Scott; Joseph Anthony; Shumski Michael; Smith Jesse; Sood Arjun B.; Corrado Greg S.; Peng Lily; Webster Dale R.;
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作者单位

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Palo Alto Med Fdn Dept Ophthalmol Palo Alto CA USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Verily Life Sci San Francisco CA USA;

Emory Univ Dept Ophthalmol Atlanta GA 30322 USA;

Ophthalm Consultants Boston Boston MA USA;

Magruder Laser Vis Orlando FL USA;

Denver Hlth Med Ctr Denver CO USA;

Harvard Med Sch Dept Ophthalmol Massachusetts Eye &

Ear Infirm Boston MA 02115 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

Google LLC Google Res 1600 Amphitheatre Way Mountain View CA 94043 USA;

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原文格式 PDF
正文语种 eng
中图分类眼科学;
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专利

1. Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy [J] . Sayres Rory, Taly Ankur, Rahimy Ehsan, Ophthalmology . 2019,第4期

机译：利用深度学习算法和集成梯度解释，促使糖尿病视网膜病变分级
2. Assisted reads for diabetic retinopathy using a deep learning algorithm and integrated gradient explanation [J] . Sayres Rory, Taly Ankur, Rahimy Ehsan, Investigative ophthalmology & visual science . 2018,第9期

机译：使用深度学习算法和集成梯度解释，辅助阅读糖尿病视网膜病变
3. Assisted reads for diabetic retinopathy using a deep learning algorithm and integrated gradient explanation [J] . Sayres Rory, Taly Ankur, Rahimy Ehsan, Investigative ophthalmology & visual science . 2018,第9期

机译：使用深度学习算法和集成梯度解释，辅助阅读糖尿病视网膜病变
4. DiaRet: A Browser-Based Application for the Grading of Diabetic Retinopathy with Integrated Gradients [C] . Shaswat Patel, Maithili Lohakare, Samyak Prajapati, IEEE International Conference on Robotics, Automation and Artificial Intelligence . 2021

机译：腹泻：基于浏览器的浏览器，用于糖尿病患者与综合梯度分级
5. Deep neural network for diabetic retinopathy disease severity classification. [D] . Philip, Mitha Ann. 2017

机译：深度神经网络用于糖尿病性视网膜病变疾病的严重程度分类。
6. Fundus photograph-based deep learning algorithms in detecting diabetic retinopathy [O] . Rajiv Raman, Sangeetha Srinivasan, Sunny Virmani, 2019

机译：基于眼底照片的深度学习算法在糖尿病性视网膜病变的检测中
7. Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy [O] . Rory Sayres, Ankur Taly, Ehsan Rahimy, 2019

机译：使用深度学习算法和集成梯度解释，以促进糖尿病视网膜病变的分级

Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy

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