Diabetic Retinopathy Detection with AI Insights

Jay Mahesh Gurav

Diabetic Retinopathy Detection with AI Insights

May 2025

Vol-11, Issue-3

Paper ID: 26581

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

Diabetic Retinopathy Deep Learning ResNet50V2 Gemini API Retina Image Classification Flask Web App AI Insights

Abstract

Diabetic Retinopathy (DR) is a major complication of diabetes and a leading cause of vision loss globally. Early detection is crucial, yet manual diagnosis is often slow and inconsistent. This research introduces an automated detection system powered by the ResNet50V2 deep learning model, integrated with clinical guidance and AI insights via Gemini API. Using a Kaggle-sourced dataset of retinal images, the model classifies DR into different stages and provides tailored clinical suggestions. Achieving an accuracy of 65%, this prototype also supports downloadable reports through a web interface built with Flask, HTML, CSS, and Tailwind CSS

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Jay Mahesh Gurav	D. Y. Patil College of Engineering & Technology, Kasaba Bawada, Kolhapur

How to Cite

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

APA Style

Gurav, Jay Mahesh (2025). Diabetic Retinopathy Detection with AI Insights. International Journal of Advance Research and Innovative Ideas In Education, 11(3), 1158-1161.

MLA Style

Gurav, Jay Mahesh. "Diabetic Retinopathy Detection with AI Insights." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 3, 2025, pp. 1158-1161.

IEEE Style

Jay Mahesh Gurav, "Diabetic Retinopathy Detection with AI Insights," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 3, pp. 1158-1161, 2025.

Vancouver Style

Gurav Jay Mahesh. Diabetic Retinopathy Detection with AI Insights. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(3):1158-1161.

Harvard Style

Gurav, Jay Mahesh (2025) 'Diabetic Retinopathy Detection with AI Insights', International Journal of Advance Research and Innovative Ideas In Education, 11(3), pp. 1158-1161.

Chicago Style

Gurav, Jay Mahesh. "Diabetic Retinopathy Detection with AI Insights." International Journal of Advance Research and Innovative Ideas In Education 11, no. 3 (2025): 1158-1161.

Turabian Style

Gurav, Jay Mahesh. "Diabetic Retinopathy Detection with AI Insights." International Journal of Advance Research and Innovative Ideas In Education 11, no. 3 (2025): 1158-1161.