Turkish Journal of Computer and Mathematics Education
Journal license

Journal

Turkish Journal of Computer and Mathematics Education


Volume
& Issue

Volume 12, Issue 3


Published
on

April 5, 2021


Pages

4274-4283


DOI

Article

A Generic Study on Diabetic Retinopathy Detection


Authors

Akash Bhakat Affiliation:
School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India
, Vaibhav Singh Affiliation:
School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India
, Himanshu Ramesh Agarwal Affiliation:
School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India
and Gopichand G* Affiliation:
School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India


Abstract

Diabetic Retinopathy is one of a major cause of visual defects in the growing population which affects the light perception part of the retina. It affects both types of diabetes mellitus. It occurs when high blood sugar levels damage the blood vessels in retina causing them to swell and leak or stop blood flow through them. It starts with no or mild vision problems and can eventually cause blindness if not treated. With the advancements in technology, automated detection and analysis of the stage of Diabetic Retinopathy will help in early detection and treatment. Almost 75% of the patients with diabetes have the risk of being affected by this disease. With early detection this disease can be prevented. Currently DR detection is a traditional and manual, time-consuming process. It requires a trained technician to analyze the color fundus image of retina. With the ever growing population, DR detection is very high in demand to prevent blindness. In this paper we aim to review the existing methodologies and techniques for detection. Also a system for the detection of the 4 stages of DR is proposed.


Keywords

Diabetes Retinopathy, Convolution Neural Network, Dataset, Pre-Processing


Citation

Bhakat, A., Singh, V., Agarwal, H. R., & G, G. (2021). A generic study on diabetic retinopathy detection. Turkish Journal of Computer and Mathematics Education, 12(3), 4274–4283.

Published by: Engineering Journals

Engineering Journals Logo