A critical review on diagnosis of diabetic retinopathy using machine learning and deep learning

D Das, SK Biswas, S Bandyopadhyay - Multimedia Tools and Applications, 2022 - Springer
Diabetic Retinopathy (DR) is a health condition caused due to Diabetes Mellitus (DM). It
causes vision problems and blindness due to disfigurement of human retina. According to …

Deep learning based computer-aided diagnosis systems for diabetic retinopathy: A survey

N Asiri, M Hussain, F Al Adel, N Alzaidi - Artificial intelligence in medicine, 2019 - Elsevier
Diabetic retinopathy (DR) results in vision loss if not treated early. A computer-aided
diagnosis (CAD) system based on retinal fundus images is an efficient and effective method …

CANet: cross-disease attention network for joint diabetic retinopathy and diabetic macular edema grading

X Li, X Hu, L Yu, L Zhu, CW Fu… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Diabetic retinopathy (DR) and diabetic macular edema (DME) are the leading causes of
permanent blindness in the working-age population. Automatic grading of DR and DME …

A lightweight CNN for Diabetic Retinopathy classification from fundus images

S Gayathri, VP Gopi, P Palanisamy - Biomedical Signal Processing and …, 2020 - Elsevier
Diabetic Retinopathy (DR) is a complication of diabetes mellitus that damages blood vessel
networks in the retina. This is a serious vision-threatening issue in most diabetic subjects …

[HTML][HTML] Diabetic retinopathy identification using parallel convolutional neural network based feature extractor and ELM classifier

M Nahiduzzaman, MR Islam, MOF Goni… - Expert Systems with …, 2023 - Elsevier
Diabetic retinopathy (DR) is an incurable retinal condition caused by excessive blood sugar
that, if left untreated, can result in even blindness. A novel automated technique for DR …

Automated identification and grading system of diabetic retinopathy using deep neural networks

W Zhang, J Zhong, S Yang, Z Gao, J Hu… - Knowledge-Based …, 2019 - Elsevier
Diabetic retinopathy (DR) is a major cause of human vision loss worldwide. Slowing down
the progress of the disease requires early screening. However, the clinical diagnosis of DR …

Composite deep neural network with gated-attention mechanism for diabetic retinopathy severity classification

JD Bodapati, NS Shaik, V Naralasetti - Journal of Ambient Intelligence and …, 2021 - Springer
Diabetic Retinopathy (DR) is a micro vascular complication caused by long-term diabetes
mellitus. Unidentified diabetic retinopathy leads to permanent blindness. Early identification …

[PDF][PDF] Classification of diabetic retinopathy images by using deep learning models

S Dutta, BC Manideep, SM Basha… - … Journal of Grid and …, 2018 - researchgate.net
Diabetes or more precisely Diabetes Mellitus (DM) is a metabolic disorder happens because
of high blood sugar level in the body. Over the time, diabetes creates eye deficiency also …

A novel approach for diabetic retinopathy screening using asymmetric deep learning features

PK Jena, B Khuntia, C Palai, M Nayak… - Big Data and Cognitive …, 2023 - mdpi.com
Automatic screening of diabetic retinopathy (DR) is a well-identified area of research in the
domain of computer vision. It is challenging due to structural complexity and a marginal …

Blended multi-modal deep convnet features for diabetic retinopathy severity prediction

JD Bodapati, V Naralasetti, SN Shareef, S Hakak… - Electronics, 2020 - mdpi.com
Diabetic Retinopathy (DR) is one of the major causes of visual impairment and blindness
across the world. It is usually found in patients who suffer from diabetes for a long period …