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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Published Paper Details:
Paper Title
Prediction of Diabetic Retinopathy through Retinal Images using Deep Learning
Authors
Yogesh Kumar P G, Bhuvaneswari M, Singarachelvan S, Sriram V, Suganthan N
Keywords
DR grading, DR detection, Deep learning, Convolutional neural network, Retinal fundus images.
Abstract
Diabetic retinopathy (DR) is a significant cause of vision impairment among individuals with diabetes. Early detection and timely intervention are crucial for preventing vision loss. This study presents a deep learning-based approach for the prediction of diabetic retinopathy using retinal images. We employed a convolutional neural network (CNN) architecture to extract meaningful features from a large dataset of retinal images. The dataset consisted of both normal and diabetic retinopathy-affected images, with gradings for the severity of DR. Our model achieved promising results in classifying retinal images into different stages of diabetic retinopathy, with high accuracy and sensitivity.
IJCRT's Publication Details
Unique Identification Number - IJCRT2403224
Paper ID - 252288
Page Number(s) - b790-b798
Pubished in - Volume 12 | Issue 3 | March 2024
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Yogesh Kumar P G, Bhuvaneswari M, Singarachelvan S, Sriram V, Suganthan N, "Prediction of Diabetic Retinopathy through Retinal Images using Deep Learning", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 3, pp.b790-b798, March 2024, Available at :http://www.ijcrt.org/papers/IJCRT2403224.pdf
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Volume 12 | Issue 7
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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