Automated detection and classification of fundus diabetic retinopathy images using synergic deep learning model

K Shankar, ARW Sait, D Gupta… - Pattern Recognition …, 2020 - Elsevier
In recent days, the incidence of Diabetic Retinopathy (DR) has become high, affecting the
eyes because of drastic increase in the glucose level in blood. Globally, almost half of the …

Analysis of diabetic retinopathy (DR) based on the deep learning

AM Fayyaz, MI Sharif, S Azam, A Karim, J El-Den - Information, 2023 - mdpi.com
If Diabetic Retinopathy (DR) patients do not receive quick diagnosis and treatment, they may
lose vision. DR, an eye disorder caused by high blood glucose, is becoming more prevalent …

Diabetic retinopathy detection from fundus images of the eye using hybrid deep learning features

MM Butt, DNFA Iskandar, SE Abdelhamid, G Latif… - Diagnostics, 2022 - mdpi.com
Diabetic Retinopathy (DR) is a medical condition present in patients suffering from long-term
diabetes. If a diagnosis is not carried out at an early stage, it can lead to vision impairment …

Deep convolutional neural networks for diabetic retinopathy detection by image classification

S Wan, Y Liang, Y Zhang - Computers & Electrical Engineering, 2018 - Elsevier
Diabetic retinopathy (DR) is a common complication of diabetes and one of the major
causes of blindness in the active population. Many of the complications of DR can be …

Deep learning approach for stages of severity classification in diabetic retinopathy using color fundus retinal images

S Goel, S Gupta, A Panwar, S Kumar… - Mathematical …, 2021 - Wiley Online Library
Diabetes is a very fast‐growing disease in India, with currently more than 72 million patients.
Prolonged diabetes (about almost 20 years) can cause serious loss to the tiny blood vessels …

Automatic detection of non-proliferative diabetic retinopathy in retinal fundus images using convolution neural network

P Saranya, S Prabakaran - Journal of Ambient Intelligence and …, 2020 - Springer
Diabetic retinopathy (DR) is one of the complications of diabetes and a leading cause of
blindness in the world. The tiny blood vessels inside the retina are damaged due to diabetes …

Diabetic retinopathy detection and stage classification in eye fundus images using active deep learning

I Qureshi, J Ma, Q Abbas - Multimedia Tools and Applications, 2021 - Springer
Retinal fundus image analysis (RFIA) for diabetic retinopathy (DR) screening can be used to
reduce the risk of blindness among diabetic patients. The RFIA screening programs help the …

An effective method for detecting and classifying diabetic retinopathy lesions based on deep learning

A Erciyas, N Barışçı - Computational and Mathematical Methods …, 2021 - Wiley Online Library
Diabetic retinopathy occurs as a result of the harmful effects of diabetes on the eyes.
Diabetic retinopathy is also a disease that should be diagnosed early. If not treated early …

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 …

Detection of diabetic retinopathy in retinal fundus images using CNN classification models

AO Asia, CZ Zhu, SA Althubiti, D Al-Alimi, YL Xiao… - Electronics, 2022 - mdpi.com
Diabetes is a widespread disease in the world and can lead to diabetic retinopathy, macular
edema, and other obvious microvascular complications in the retina of the human eye. This …