A Study on Various Classifications and Prediction Techniques for Diabetic Retinopathy | IEEE Conference Publication | IEEE Xplore

A Study on Various Classifications and Prediction Techniques for Diabetic Retinopathy

Publisher: IEEE

Abstract:

Diabetic retinopathy is one of the most common causes of blindness worldwide. The future of diabetic retinopathy is brightening on a worldwide scale. The feature selectio...View more

Abstract:

Diabetic retinopathy is one of the most common causes of blindness worldwide. The future of diabetic retinopathy is brightening on a worldwide scale. The feature selection and classification is remaining as a critical task for determining the severity of diabetic retinopathy. Various studies have used different methodologies to extract the characteristics and categorize diabetic retinopathy. Moreover, different techniques are used for screening, decision making and performing future prediction for Diabetic retinopathy. The main comparison metrics of Diabetic Retinopathy prediction are accuracy, sensitivity, and specificity. This paper presents various techniques related to the features, classification and prediction using artificial intelligence, machine learning and Deep learning techniques. The entire paper consists of various classification techniques, advantages, limitations and various comparison parameters. Finally, various challenges and future direction of the Diabetic retinopathy is presented.
Date of Conference: 03-05 June 2021
Date Added to IEEE Xplore: 21 June 2021
ISBN Information:
Publisher: IEEE
Conference Location: Tirunelveli, India

I Introduction

Diabetes is a chronic disorder that causes high blood sugar. Diabetic patients are usually affected by different eye diseases like diabetic retinopathy (DR), Diabetic Macular Edema (DME), and glaucoma. DR is one of the major diseases of diabetes and it remains as the primary cause of vision impairment. The symptoms of DR are blurred vision, floaters, sudden vision loss [1]. Diabetic retinopathy itself is classified into two types, Non-Proliferative Diabetic Retinopathy (NPDR) and Proliferative Diabetic Retinopathy (PDR) [2]. The early stage of DR is called NPDR. In that stage, the blood vessels in the retina are weakened and sometimes leaking fluid and blood into the retina. The severe type of DR is known as PDR, damaged blood vessels or growth of new abnormal blood vessels in the retina and can leak into the clear jelly-like substance that filled in the centre of the eye [3].

References

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