Deep learning techniques for diabetic retinopathy classification: A survey

MZ Atwany, AH Sahyoun, M Yaqub - IEEE Access, 2022 - ieeexplore.ieee.org
Diabetic Retinopathy (DR) is a degenerative disease that impacts the eyes and is a
consequence of Diabetes mellitus, where high blood glucose levels induce lesions on the …

[HTML][HTML] Diabetic retinopathy detection through deep learning techniques: A review

WL Alyoubi, WM Shalash, MF Abulkhair - Informatics in Medicine Unlocked, 2020 - Elsevier
Diabetic Retinopathy (DR) is a common complication of diabetes mellitus, which causes
lesions on the retina that effect vision. If it is not detected early, it can lead to blindness …

Overcoming nonlinear dynamics in diabetic retinopathy classification: a robust AI-based model with chaotic swarm intelligence optimization and recurrent long short …

YB Özçelik, A Altan - Fractal and Fractional, 2023 - mdpi.com
Diabetic retinopathy (DR), which is seen in approximately one-third of diabetes patients
worldwide, leads to irreversible vision loss and even blindness if not diagnosed and treated …

Diabetic retinopathy fundus image classification and lesions localization system using deep learning

WL Alyoubi, MF Abulkhair, WM Shalash - Sensors, 2021 - mdpi.com
Diabetic retinopathy (DR) is a disease resulting from diabetes complications, causing non-
reversible damage to retina blood vessels. DR is a leading cause of blindness if not …

[HTML][HTML] Applying supervised contrastive learning for the detection of diabetic retinopathy and its severity levels from fundus images

MR Islam, LF Abdulrazak, M Nahiduzzaman… - Computers in biology …, 2022 - Elsevier
Diabetic Retinopathy (DR) is a major complication in human eyes among the diabetic
patients. Early detection of the DR can save many patients from permanent blindness …

Diabetic retinopathy diagnosis from fundus images using stacked generalization of deep models

H Kaushik, D Singh, M Kaur, H Alshazly… - IEEE …, 2021 - ieeexplore.ieee.org
Diabetic retinopathy (DR) is a diabetes complication that affects the eye and can cause
damage from mild vision problems to complete blindness. It has been observed that the eye …

Diabetic retinopathy detection and classification using capsule networks

G Kalyani, B Janakiramaiah, A Karuna… - Complex & Intelligent …, 2023 - Springer
Nowadays, diabetic retinopathy is a prominent reason for blindness among the people who
suffer from diabetes. Early and timely detection of this problem is critical for a good …

Deep learning-based automated detection for diabetic retinopathy and diabetic macular oedema in retinal fundus photographs

F Li, Y Wang, T Xu, L Dong, L Yan, M Jiang, X Zhang… - Eye, 2022 - nature.com
Objectives To present and validate a deep ensemble algorithm to detect diabetic retinopathy
(DR) and diabetic macular oedema (DMO) using retinal fundus images. Methods A total of …

A Transfer Learning and U-Net-based automatic detection of diabetic retinopathy from fundus images

A Bilal, G Sun, S Mazhar, A Imran… - Computer Methods in …, 2022 - Taylor & Francis
Diabetic retinopathy (DR) is an ocular manifestation of diabetes and the leading cause of
visual impairment and blindness across the globe. Early detection and treatment of DR can …

Detection and classification of red lesions from retinal images for diabetic retinopathy detection using deep learning models

P Saranya, R Pranati, SS Patro - Multimedia Tools and Applications, 2023 - Springer
Diabetic retinopathy (DR) is an eye disease caused by retinal damage induced by the long-
term illness of diabetes mellitus. In the early stages, DR may show no symptoms or only …