Using a Deep Learning Algorithm and Integrated Gradients

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

Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy Rory Sayres, Ph. D, Ankur Taly, Ph. D, Ehsan Rahimy, MD, Katy Blumer, BS, David Coz, BS, Naama Hammel, MD, Jonathan Krause, Ph. D, Arunachalam Narayanaswamy, Ph. D, Zahra Rastegar, MD, Ph. D, Derek Wu, BS, Shawn Xu, BS, Scott Barb, MD, Anthony Joseph, MD, Michael Shumski, MD, MSE, Jesse Smith, MD, Arjun B. Sood, MD, Greg S. Corrado, Ph. D, Lily Peng, MD, Ph. D, Dale R. Webster, Ph. D Ophthalmology Volume 126 Issue 4 Pages 552 -564 (April 2019) DOI: 10. 1016/j. ophtha. 2018. 11. 016 Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 1 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 1 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 2 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 2 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 3 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 3 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 4 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 4 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 5 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 5 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 6 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 6 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions

Figure 7 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright

Figure 7 Ophthalmology 2019 126552 -564 DOI: (10. 1016/j. ophtha. 2018. 11. 016) Copyright © 2018 American Academy of Ophthalmology Terms and Conditions