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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 5 | Month- May 2024
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Published Paper Details:
Paper Title
A DEEP LEARNING APPROACH FOR DIABETIC RETINOPATHY DETECTION
Authors
Supriya.A, Dr. Rajeshwari. J
Keywords
Convolution Neural Network, Deep learning, diabetic retinopathy, Kaggle dataset, Dropout.
Abstract
Diabetic retinopathy is an eye ailment caused due to prolonged diabetes. If unacknowledged or ineffective treatment can lead to irreversible vision loss. This ailment can be identified by scrutinizing colour fundus photographs of the human retina. Our work assesses in deep learning field which is used for the detection and class segregation of diabetic retinopathy into binary or multiclass and collate them based on different metric measures like precision, recall, accuracy. The classification of diabetic retinopathy involves multiple steps like pre- processing of image, feature extraction, dimensionality reduction and classification of exudates, woolen spot, hemorrhages & microaneurysm. In this paper, Deep neural network approach is implemented by making use of online available Kaggle dataset, various metrics are calculated and applied pre-processing techniques.
IJCRT's Publication Details
Unique Identification Number - IJCRT2009141
Paper ID - 198583
Page Number(s) - 1036-1041
Pubished in - Volume 8 | Issue 9 | September 2020
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Supriya.A, Dr. Rajeshwari. J, "A DEEP LEARNING APPROACH FOR DIABETIC RETINOPATHY DETECTION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.8, Issue 9, pp.1036-1041, September 2020, Available at :http://www.ijcrt.org/papers/IJCRT2009141.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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