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 …

Computer-aided diagnosis of diabetic retinopathy: A review

MRK Mookiah, UR Acharya, CK Chua, CM Lim… - Computers in biology …, 2013 - Elsevier
Diabetes mellitus may cause alterations in the retinal microvasculature leading to diabetic
retinopathy. Unchecked, advanced diabetic retinopathy may lead to blindness. It can be …

Detection of diabetic retinopathy using convolutional neural networks for feature extraction and classification (DRFEC)

D Das, SK Biswas, S Bandyopadhyay - Multimedia tools and applications, 2023 - Springer
Diabetic Retinopathy (DR) is caused as a result of Diabetes Mellitus which causes
development of various retinal abrasions in the human retina. These lesions cause …

Automatic recognition of severity level for diagnosis of diabetic retinopathy using deep visual features

Q Abbas, I Fondon, A Sarmiento, S Jiménez… - Medical & biological …, 2017 - Springer
Diabetic retinopathy (DR) is leading cause of blindness among diabetic patients.
Recognition of severity level is required by ophthalmologists to early detect and diagnose …

[HTML][HTML] Automatic detection of diabetic retinopathy in retinal fundus photographs based on deep learning algorithm

F Li, Z Liu, H Chen, M Jiang, X Zhang… - … vision science & …, 2019 - jov.arvojournals.org
Purpose: To achieve automatic diabetic retinopathy (DR) detection in retinal fundus
photographs through the use of a deep transfer learning approach using the Inception-v3 …

Retinal blood vessel segmentation using pixel-based feature vector

B Toptaş, D Hanbay - Biomedical Signal Processing and Control, 2021 - Elsevier
A lot of important disease information can be accessed by performing retinal blood vessel
analysis on fundus images. Diabetic retinopathy is one of the diseases understood by retinal …

Data driven approach for eye disease classification with machine learning

S Malik, N Kanwal, MN Asghar, MAA Sadiq, I Karamat… - Applied Sciences, 2019 - mdpi.com
Medical health systems have been concentrating on artificial intelligence techniques for
speedy diagnosis. However, the recording of health data in a standard form still requires …

A systematic review on fundus image-based diabetic retinopathy detection and grading: Current status and future directions

A Ikram, A Imran, J Li, A Alzubaidi, S Fahim… - IEEE …, 2024 - ieeexplore.ieee.org
Diabetic Retinopathy (DR) is a prevalent outcome of diabetic mellitus. This causes lesions to
form on the retina, impairing eyesight. Most likely, blindness can be avoided if the DR …

Diabetic retinopathy grading by digital curvelet transform

S Hajeb Mohammad Alipour, H Rabbani… - … methods in medicine, 2012 - Wiley Online Library
One of the major complications of diabetes is diabetic retinopathy. As manual analysis and
diagnosis of large amount of images are time consuming, automatic detection and grading …

Diagnosis of diabetic retinopathy using multi level set segmentation algorithm with feature extraction using SVM with selective features

JP Kandhasamy, S Balamurali, S Kadry… - Multimedia Tools and …, 2020 - Springer
Diabetic retinopathy is a major cause of blindness in diabetic patients. It is an eye disease
caused by diabetes mellitus which affects the retina. Recognition of the severity of this …