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Title: :  DIAGNOSIS OF VARIOUS STAGES OF DIABETIC RETINOPATHY USING A DEEP LEARNING BASED APPROACH FROM SMART PHONE BASED FUDUS IMAGES
PaperId: :  26329
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-26329
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Jeeva Prakash NSri Ramakrishna Engineering College
Lavanya GSri Ramakrishna Engineering College

Abstract

Biomedical Engineering
Smart Phone, Fundus, Imaging, Diabetic Retinopathy, Easy Access, Portability.
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.

Citations

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IJARIIE 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 Volume 11 Issue 2 2025 Page 2707-2713
MLA 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 11.2(2025) : 2707-2713.
APA Jeeva Prakash N, & Lavanya G. (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.
Chicago 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 11, no. 2 (2025) : 2707-2713.
Oxford 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, 2025, p. 2707-2713. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/DIAGNOSIS_OF_VARIOUS_STAGES_OF_DIABETIC_RETINOPATHY_USING_A__DEEP_LEARNING_BASED_APPROACH_FROM_SMART_PHONE_BASED_FUDUS_IMAGES_ijariie26329.pdf (Accessed : ).
Harvard Jeeva Prakash N, and Lavanya G. (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. 2707-2713IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/DIAGNOSIS_OF_VARIOUS_STAGES_OF_DIABETIC_RETINOPATHY_USING_A__DEEP_LEARNING_BASED_APPROACH_FROM_SMART_PHONE_BASED_FUDUS_IMAGES_ijariie26329.pdf (Accessed : )
IEEE 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, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/DIAGNOSIS_OF_VARIOUS_STAGES_OF_DIABETIC_RETINOPATHY_USING_A__DEEP_LEARNING_BASED_APPROACH_FROM_SMART_PHONE_BASED_FUDUS_IMAGES_ijariie26329.pdf [Accessed : ].
Turabian 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 [Online]. volume 11 number 2 ().
Vancouver 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 [Internet]. 2025 [Cited : ]; 11(2) : 2707-2713. Available from: https://ijariie.com/AdminUploadPdf/DIAGNOSIS_OF_VARIOUS_STAGES_OF_DIABETIC_RETINOPATHY_USING_A__DEEP_LEARNING_BASED_APPROACH_FROM_SMART_PHONE_BASED_FUDUS_IMAGES_ijariie26329.pdf
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