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INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016 open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15 |
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| Paper Title: | Diabetic Blindness Detection System using Convolution Neural Network |
| Authors Name: | Akash Surajlal Gajbhiye , Parvez Iqbal Afsar Iqbal , Dipali Hande , Mayuri Gajbhiye |
| Unique Id: | IJSDR2101008 |
| Published In: | Volume 6 Issue 1, January-2021 |
| Abstract: | Diabetic retinopathy could be a leading reason behind sightlessness among working-age adults. Early detection of this condition is crucial for a decent prognosis. during this paper, we tend to demonstrate the utilization of convolutional neural networks (CNNs) on color structure pictures for the popularity task of diabetic retinopathy staging. Our network models achieved check metric performance cherish baseline literature results, with a validation sensitivity of ninety fifth. Transfer learning on pre-trained GoogLeNet and AlexNet models from ImageNet improved peak check set accuracies to seventy four.5%, 68.8%, and 57.2% on 2-ary, 3-ary, and 4-ary classification models, severally. |
| Keywords: | Blindness Detection, Diabetic Retinopathy (DR), Convolutional Neural Networks (CNNs), Fundoscopic images, Ophthalmology |
| Cite Article: | "Diabetic Blindness Detection System using Convolution Neural Network", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.6, Issue 1, page no.53 - 60, January-2021, Available :http://www.ijsdr.org/papers/IJSDR2101008.pdf |
| Downloads: | 000337071 |
| Publication Details: | Published Paper ID: IJSDR2101008 Registration ID:192821 Published In: Volume 6 Issue 1, January-2021 DOI (Digital Object Identifier): Page No: 53 - 60 Publisher: IJSDR | www.ijsdr.org ISSN Number: 2455-2631 |
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