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Title: :  Diabetic Retinopathy Detection with AI Insights
PaperId: :  26581
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26581
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Jay Mahesh GuravD. Y. Patil College of Engineering & Technology, Kasaba Bawada, Kolhapur

Abstract

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

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IJARIIE Jay Mahesh Gurav. "Diabetic Retinopathy Detection with AI Insights" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 1158-1161
MLA Jay Mahesh Gurav. "Diabetic Retinopathy Detection with AI Insights." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 1158-1161.
APA Jay Mahesh Gurav. (2025). Diabetic Retinopathy Detection with AI Insights. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 1158-1161.
Chicago Jay Mahesh Gurav. "Diabetic Retinopathy Detection with AI Insights." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 1158-1161.
Oxford Jay Mahesh Gurav. 'Diabetic Retinopathy Detection with AI Insights', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 1158-1161. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_with_AI_Insights_ijariie26581.pdf (Accessed : ).
Harvard Jay Mahesh Gurav. (2025) 'Diabetic Retinopathy Detection with AI Insights', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 1158-1161IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_with_AI_Insights_ijariie26581.pdf (Accessed : )
IEEE 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, May-Jun 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_with_AI_Insights_ijariie26581.pdf [Accessed : ].
Turabian Jay Mahesh Gurav. "Diabetic Retinopathy Detection with AI Insights." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Jay Mahesh Gurav. Diabetic Retinopathy Detection with AI Insights. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 1158-1161. Available from: http://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_with_AI_Insights_ijariie26581.pdf
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