Detection of Hypertension Retinopathy and Diabetes Using Machine Learning

6 Pages Posted: 9 Oct 2020

See all articles by Richard Joseph

Richard Joseph

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT)

Sony Chauhan

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT)

Karishma Chichria

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT)

Tanishq Bhatia

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT)

Hitesh Thakur

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT)

Date Written: June 26, 2020

Abstract

Medical conditions can be identified with only photographs of the eye which is called fundus images using computer automated processes. The task of distinguishing blood vessels by simply observing retinal images has proven to be challenging without the aid of technology. Various morphological features such as retinal veins, arteries, diameter, branching angle and length have diagnostic features. The tiny blood vessels can deteriorate and leak fluid into and under the retina which causes swelling of the retina. Hypertension Retinopathy has vascular damage caused by hypertension. Funduscopic examination shows cotton-wool spots, arteriolar construction, vascular wall changes, arteriovenous nicking, flame shaped hemorrhages, optic disc edema and yellow hard exudates.

Keywords: Fundus Photography, Retina, Eye, Hypertension Retinopathy, Diabetic Retinopathy, Hard Exudates, Cotton Wool

Suggested Citation

Joseph, Richard and Chauhan, Sony and Chichria, Karishma and Bhatia, Tanishq and Thakur, Hitesh, Detection of Hypertension Retinopathy and Diabetes Using Machine Learning (June 26, 2020). Proceedings of the International Conference on Recent Advances in Computational Techniques (IC-RACT) 2020, Available at SSRN: https://ssrn.com/abstract=3696052 or http://dx.doi.org/10.2139/ssrn.3696052

Richard Joseph

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT) ( email )

India

Sony Chauhan

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT) ( email )

India

Karishma Chichria

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT) ( email )

India

Tanishq Bhatia (Contact Author)

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT) ( email )

India

Hitesh Thakur

University of Mumbai - Vivekanand Education Society's Institute of Technology (VESIT) ( email )

India

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