DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A  DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES

Jeeva Prakash N; Lavanya G

DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES

April 2025

Vol-11, Issue-2

Paper ID: 26329

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Biomedical Engineering

Keywords

Smart Phone Fundus Imaging Diabetic Retinopathy Easy Access Portability.

Abstract

Smartphone-based fundus imaging has emerged as a promising solution for accessible and cost effective retinal disease screening. This paper explores the integration of deep learning algorithms with smartphone-based fundus imaging to enhance diagnostic accuracy for retinal disorders such as diabetic retinopathy, glaucoma, and age-related macular degeneration. The proposed approach leverages convolutional neural networks (CNNs) to analyze fundus images and provide automated diagnosis. This study discusses the methodology, challenges, and future directions for smartphone-based deep learning applications in ophthalmology.

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Author Information

#	Name	Institute / Affiliation
1	Jeeva Prakash N	Sri Ramakrishna Engineering College
2	Lavanya G	Sri Ramakrishna Engineering College

How to Cite

Use the following formats to cite this article in your research.

APA Style

N, Jeeva Prakash & G, Lavanya (2025). DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 2707-2713.

MLA Style

N, Jeeva Prakash, and Lavanya G. "DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 2707-2713.

IEEE Style

Jeeva Prakash N and Lavanya G, "DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, pp. 2707-2713, 2025.

Vancouver Style

N Jeeva Prakash, G Lavanya. DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):2707-2713.

Harvard Style

N, Jeeva Prakash & G, Lavanya (2025) 'DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 2707-2713.

Chicago Style

N, Jeeva Prakash and Lavanya G. "DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 2707-2713.

Turabian Style

N, Jeeva Prakash and Lavanya G. "DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 2707-2713.