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Title: :  Diabetic Retinopathy Detection Using Deep Learning
PaperId: :  26369
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26369
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Sandesh Madhukar ShetakeD Y Patil Technical Campus, Talsande
Sushant Sanjay VarpeD Y Patil Technical Campus, Talsande
Anurag Suresh TeurwadeD Y Patil Technical Campus, Talsande
Sameer Shivaji PatilD Y Patil Technical Campus, Talsande

Abstract

Computer Science Engineering
Diabetic Retinopathy, Deep Learning, Retinal Fundus Images, Convolutional Neural Networks (CNN), Automated Diagnosis, Medical Image Analysis, Early Detection, Computer-Aided Diagnosis (CAD)
Diabetic retinopathy (DR) is a leading cause of vision impairment, resulting from prolonged diabetes. Early detection is crucial to prevent irreversible damage, but manual diagnosis by ophthalmologists is time-consuming and prone to human error. This project proposes an automated approach for DR detection using deep learning, specifically the ResNet50 model, to classify retinal fundus images into different stages of diabetic retinopathy. The model was trained on a publicly available dataset such as Kaggle’s APTOS, leveraging transfer learning to enhance accuracy. Preprocessing techniques, including image augmentation and normalization, were applied to improve robustness. The ResNet50 architecture, known for its deep residual connections, effectively addressed vanishing gradient problems and improved feature extraction.

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IJARIIE Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. "Diabetic Retinopathy Detection Using Deep Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 3026-3029
MLA Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. "Diabetic Retinopathy Detection Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 3026-3029.
APA Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, & Sameer Shivaji Patil. (2025). Diabetic Retinopathy Detection Using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 3026-3029.
Chicago Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. "Diabetic Retinopathy Detection Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 3026-3029.
Oxford Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. 'Diabetic Retinopathy Detection Using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 3026-3029. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_Using_Deep_Learning_ijariie26369.pdf (Accessed : ).
Harvard Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. (2025) 'Diabetic Retinopathy Detection Using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 3026-3029IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_Using_Deep_Learning_ijariie26369.pdf (Accessed : )
IEEE Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil, "Diabetic Retinopathy Detection Using Deep Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 3026-3029, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_Using_Deep_Learning_ijariie26369.pdf [Accessed : ].
Turabian Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. "Diabetic Retinopathy Detection Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Sandesh Madhukar Shetake, Sushant Sanjay Varpe, Anurag Suresh Teurwade, and Sameer Shivaji Patil. Diabetic Retinopathy Detection Using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 3026-3029. Available from: https://ijariie.com/AdminUploadPdf/Diabetic_Retinopathy_Detection_Using_Deep_Learning_ijariie26369.pdf
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