An Effective Identification of Microaneurysm in Retinal Eye Using ConvNet with Adam Optimizer | IEEE Conference Publication | IEEE Xplore

An Effective Identification of Microaneurysm in Retinal Eye Using ConvNet with Adam Optimizer

Publisher: IEEE

Abstract:

This research work outlines a framework to diagnose the Diabetic Retinopathy (DR) from colour fundus images by applying deep learning techniques. ConvNet with Adam Optimi...View more

Abstract:

This research work outlines a framework to diagnose the Diabetic Retinopathy (DR) from colour fundus images by applying deep learning techniques. ConvNet with Adam Optimization approach is applied for early identification of Microaneurysm occurring in retina of the eye and also for classifying its severity accurately. The data augmentation attribute of ConvNet with Adam Optimiser helps to overcome the complications involved in the categorization task such as non microaneurysm and microaneurysm in human eye. The ConvNet with Adam optimization helps to achieve high accuracy rate, by reducing false positive rate and is demonstrated with the help of high end graphics processor with available kaggle datasets, for a high level classification.
Date of Conference: 24-25 May 2021
Date Added to IEEE Xplore: 29 June 2021
ISBN Information:
Publisher: IEEE
Conference Location: Chennai, India

I. Introduction

The intricacy of diabetes that affects eyes is referred as Diabetic Retinopathy. It gives rise due to the damage of artery, arteriole, capillary, vein at the back of the eye (retina).So the major risk that arises is due to the poorly controlled blood sugar level. The symptoms of DR includes dark areas of vision, floaters, blurriness and difficulty perceiving colors even spots may also occur. In future blindness may also occur. This DR is caused due to the change of lifestyle, increase in life expectancy. Some treatments can help but this condition can't be cured permanently. The continuous lab test or imaging is required to diagnosis the disease as soon as possible. Microaneurysm is the first symptom which occurs in diabetic retinopathy. If it is detected earlier blindness can be prevented.

References

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