ISSN2320-2882
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Paper Title

OCT IMAGE RECOGNITION FOR DIABETIC DETECTION

Authors

Fida Umar Farookh , Jushfina Sherin M , Adhisha AT , Sivani J S , Sivanath P I

Keywords

Diabetic Retinopathy, Optical Coherence Tomography (OCT) ,Deep Learning Convolutional Neural Network (CNN), Medical Image Classification ,Kaggle OCT Dataset ,Retinal Image Analysis ,AI-based Diagnostic System

Abstract

Diabetic Retinopathy (DR) represents a primary microvascular diabetes complication which results in global blindness that medical treatment cannot prevent. The process of vision loss prevention requires both detection and precise assessment methods. Optical Coherence Tomography (OCT) enables researchers to obtain detailed retinal layer images which show all pathological conditions. This paper presents a deep learning-based OCT image classification system integrated with an automated clinical interpretation module. A Convolutional Neural Network (CNN) model uses data from the Kaggle OCT dataset to train for image classification into CNV DME DRUSEN and NORMAL categories. The proposed system achieves 97% validation accuracy. The system creates an AI-based diagnostic summary which provides structured information that resembles a preliminary ophthalmic report. This system improves clinical understanding while it enables early screening tests in areas with limited medical resources.

How To Cite

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IJCRT — journal style
"OCT IMAGE RECOGNITION FOR DIABETIC DETECTION", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 3, page no.j173-j176, March 2026, Available :https://ijcrt.org/papers/IJCRT26A3105.pdf
APA — 7th edition
Farookh, F. U., M, J. S., AT, A., S, S. J., & I, S. P. (2026). OCT IMAGE RECOGNITION FOR DIABETIC DETECTION. International Journal of Creative Research Thoughts, 14(3), j173-j176. https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105
MLA — 9th edition
Farookh, Fida Umar, et al. "OCT IMAGE RECOGNITION FOR DIABETIC DETECTION." International Journal of Creative Research Thoughts, vol. 14, no. 3, 2026, pp. j173-j176, https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105.
Chicago — 17th, bibliography
Farookh, Fida Umar, et al. "OCT IMAGE RECOGNITION FOR DIABETIC DETECTION." International Journal of Creative Research Thoughts 14, no. 3 (2026): j173-j176. https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105.
Harvard — author–date
Farookh, F.U. et al. (2026) 'OCT IMAGE RECOGNITION FOR DIABETIC DETECTION', International Journal of Creative Research Thoughts, 14(3), pp. j173-j176. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105
IEEE — numbered reference
F. U. Farookh, J. S. M, A. AT, S. J. S and S. P. I, "OCT IMAGE RECOGNITION FOR DIABETIC DETECTION," IJCRT, vol. 14, no. 3, pp. j173-j176, Mar. 2026.
Vancouver — biomedical
Farookh FU, M JS, AT A, S SJ, I SP. OCT IMAGE RECOGNITION FOR DIABETIC DETECTION. IJCRT. 2026 Mar;14(3):j173-j176.
AMA — 11th edition
Farookh FU, M JS, AT A, S SJ, I SP. OCT IMAGE RECOGNITION FOR DIABETIC DETECTION. IJCRT. 2026;14(3):j173-j176. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT26A3105, author = {Fida Umar Farookh and Jushfina Sherin M and Adhisha AT and Sivani J S and Sivanath P I}, title = {OCT IMAGE RECOGNITION FOR DIABETIC DETECTION}, journal = {International Journal of Creative Research Thoughts}, volume = {14}, number = {3}, pages = {j173-j176}, year = {2026}, month = {March}, issn = {2320-2882}, url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105} }
RIS — EndNote, RefWorks
TY - JOUR AU - Farookh, Fida Umar AU - M, Jushfina Sherin AU - AT, Adhisha AU - S, Sivani J AU - I, Sivanath P TI - OCT IMAGE RECOGNITION FOR DIABETIC DETECTION T2 - International Journal of Creative Research Thoughts JA - IJCRT VL - 14 IS - 3 PY - 2026 SN - 2320-2882 UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3105 SP - j173-j176 ER -

Issue

Volume 14 Issue 3, March-2026
Pages : j173-j176

Article Information

Pages
j173-j176
Published
March 2026
Registration ID
IJCRT_304539
Published Paper ID
IJCRT26A3105
Research Area
Science and Technology
Author Type
Indian Author
Location
Kozhikode, Kerala, India
Licence
CC BY 4.0 · Open Access
ISSN & Impact Factor
2320-2882 · IF 9.17
Downloads
170

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International Journal of Creative Research Thoughts Published by IJCRT Publication
2320-2882 ISSN
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© 2026 — Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited.
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Declarations

Funding

No external funding was received for this study.

Conflict of Interest

The authors declare that they have no conflict of interest.

Acknowledgements

The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.

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