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Identification of Diabetic Retinopathy Stages Using Modified DWT and Artificial Neural Network

Identification of Diabetic Retinopathy Stages Using Modified DWT and Artificial Neural Network


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Author(s):Dr. Nikita Kashyap, Dr. Dharmendra Kumar Singh, Dr. Girish Kumar Singh and Dr. Arun Kumar Kashyap
Paperback ISBN:978-93-91538-02-6
Publisher:AkiNik Publications
Language:English
Pages:80
Publication Year:2021
Binding:Paperback
DOI:https://doi.org/10.22271/ed.book.1314

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Description

This book focuses on the automatic detection of diabetic retinopathy (DR) through digital image processing techniques. Diabetic retinopathy is a major cause of vision loss among diabetic patients, and early detection can significantly reduce the risk of blindness. However, the shortage of eye specialists and the lack of accessible diagnostic tools make timely diagnosis challenging, particularly in developing countries. This book proposes a low-cost, efficient method using mobile phone-based retinal imaging to detect DR, providing an alternative to expensive fundus cameras. By applying digital image processing techniques, it aims to simplify the identification process, enabling early diagnosis and better patient outcomes.

Abstract

Diabetic retinopathy is a leading cause of blindness, and its early detection is crucial in preventing vision loss. This book addresses the challenges in diagnosing diabetic retinopathy, particularly in resource-limited settings, and proposes an automated solution using digital image processing. By leveraging mobile phone cameras and inexpensive condensing lenses to capture retinal images, the book presents a cost-effective method for DR detection. The research aims to aid ophthalmologists by streamlining the diagnosis process, thus enabling them to focus on treatment. The goal is to increase awareness, facilitate early diagnosis, and ultimately reduce the incidence of blindness due to diabetic retinopathy.

Reviews

5.0

1 reviews





Prof. Jack Baker
  November 12, 2024

A solid, well-organized book that offers a mix of theoretical and practical knowledge.

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