Machine learning-based diabetic retinopathy early detection and classification systems-a survey

DA Hasan, SRM Zeebaree… - 2021 1st Babylon …, 2021 - ieeexplore.ieee.org
Diabetes Mellitus is a chronic disease that spreads quickly worldwide. It results from
increasing the blood glucose level and causes complications in the heart, kidney, and eyes …

[HTML][HTML] Performance analysis of deep-neural-network-based automatic diagnosis of diabetic retinopathy

H Tariq, M Rashid, A Javed, E Zafar, SS Alotaibi… - Sensors, 2021 - mdpi.com
Diabetic retinopathy (DR) is a human eye disease that affects people who are suffering from
diabetes. It causes damage to their eyes, including vision loss. It is treatable; however, it …

[HTML][HTML] 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 …

[HTML][HTML] ResNet based deep features and random forest classifier for diabetic retinopathy detection

MK Yaqoob, SF Ali, M Bilal, MS Hanif, UM Al-Saggaf - Sensors, 2021 - mdpi.com
Diabetic retinopathy, an eye disease commonly afflicting diabetic patients, can result in loss
of vision if prompt detection and treatment are not done in the early stages. Once the …

[PDF][PDF] Design an early detection and classification for diabetic retinopathy by deep feature extraction based convolution neural network

A Sungheetha, R Sharma - … of Trends in Computer Science and …, 2021 - researchgate.net
Early identification of diabetics using retinopathy images is still a difficult challenge. Many
illness diagnosis techniques are accomplished by using the blood vessels present in fundus …

A deep learning ensemble approach for diabetic retinopathy detection

S Qummar, FG Khan, S Shah, A Khan… - Ieee …, 2019 - ieeexplore.ieee.org
Diabetic Retinopathy (DR) is an ophthalmic disease that damages retinal blood vessels. DR
causes impaired vision and may even lead to blindness if it is not diagnosed in early stages …

A deep learning based diabetic retinopathy detection from retinal images

M Yadav, R Goel, D Rajeswari - 2021 International Conference …, 2021 - ieeexplore.ieee.org
Diabetes is increased tremendously due to metabolism. Lack of early detection, prolonged
diabetics might lead to medical complications such as heart problems, eye vision problems …

Diabetic retinopathy detection using cnn, transformer and mlp based architectures

NS Kumar, BR Karthikeyan - 2021 International Symposium on …, 2021 - ieeexplore.ieee.org
Diabetic retinopathy is a chronic disease caused due to a long term accumulation of insulin
in the retinal blood vessels. 2.6% of global blindness is a result of diabetic retinopathy (DR) …

[HTML][HTML] A regression-based approach to diabetic retinopathy diagnosis using efficientnet

M Vijayan - Diagnostics, 2023 - mdpi.com
The aim of this study is to develop a computer-assisted solution for the efficient and effective
detection of diabetic retinopathy (DR), a complication of diabetes that can damage the retina …

Diagnosis of diabetic retinopathy using deep neural networks

Z Gao, J Li, J Guo, Y Chen, Z Yi, J Zhong - IEEE Access, 2018 - ieeexplore.ieee.org
Diabetic retinopathy (DR) is a common eye disease and a significant cause of blindness in
diabetic patients. Regular screening with fundus photography and timely intervention is the …