Diabetic retinopathy grading review: Current techniques and future directions

W Almattar, H Luqman, FA Khan - Image and Vision Computing, 2023 - Elsevier
Diabetic retinopathy (DR) is widely recognized as a leading cause of blindness among
individuals with diabetes worldwide. Therefore, early diagnosis of DR plays a crucial role in …

Deep learning for diabetic retinopathy assessments: a literature review

A Skouta, A Elmoufidi, S Jai-Andaloussi… - Multimedia Tools and …, 2023 - Springer
Diabetic retinopathy (DR) is the most important complication of diabetes. Early diagnosis by
performing retinal image analysis helps avoid visual loss or blindness. A computer-aided …

A deep learning based pipeline for image grading of diabetic retinopathy

Y Wang, GA Wang, W Fan, J Li - … , ICSH 2018, Wuhan, China, July 1–3 …, 2018 - Springer
Diabetic Retinopathy (DR) is one of the principal sources of blindness due to diabetes
mellitus. It can be identified by lesions of the retina, namely, microaneurysms, hemorrhages …

Diabetic Retinopathy Classification With Deep Learning via Fundus Images: A Short Survey

S Zhu, C Xiong, Q Zhong, Y Yao - IEEE Access, 2024 - ieeexplore.ieee.org
Diabetic retinopathy (DR) is a microvascular disease that is associated with diabetes
mellitus. DR can cause irreversible vision loss and low vision. DR classification, that is, early …

Simple methods for the lesion detection and severity grading of diabetic retinopathy by image processing and transfer learning

A Sugeno, Y Ishikawa, T Ohshima… - Computers in Biology and …, 2021 - Elsevier
Diabetic retinopathy (DR) has become one of the major causes of blindness. Due to the
increased prevalence of diabetes worldwide, diabetic patients exhibit high probabilities of …

A comprehensive review on automated systems for severity grading of diabetic retinopathy and macular edema

MR Mathews, SM Anzar - International Journal of Imaging …, 2021 - Wiley Online Library
Diabetes mellitus is a major medical concern worldwide. Long‐term diabetes can affect the
retina of the eye and lead to diabetic retinopathy (DR) and diabetic macular edema (DME) …

Review on diabetic retinopathy with deep learning methods

S Shekar, N Satpute, A Gupta - Journal of Medical Imaging, 2021 - spiedigitallibrary.org
Purpose: The purpose of our review paper is to examine many existing works of literature
presenting the different methods utilized for diabetic retinopathy (DR) recognition employing …

Deep learning–based algorithms in screening of diabetic retinopathy: a systematic review of diagnostic performance

KB Nielsen, ML Lautrup, JKH Andersen… - Ophthalmology …, 2019 - Elsevier
Topic Diagnostic performance of deep learning–based algorithms in screening patients with
diabetes for diabetic retinopathy (DR). The algorithms were compared with the current gold …

Automatic severity grade classification of diabetic retinopathy using deformable ladder Bi attention U-net and deep adaptive CNN

DBJ Durai, T Jaya - Medical & Biological Engineering & Computing, 2023 - Springer
Long-term exposure to diabetes mellitus leads to the formation of diabetic retinopathy (DR),
which can cause vision loss in working-age adults. Early stage diagnosis of DR is highly …

[HTML][HTML] Untangling computer-aided diagnostic system for screening diabetic retinopathy based on deep learning techniques

MS Farooq, A Arooj, R Alroobaea, AM Baqasah… - Sensors, 2022 - mdpi.com
Diabetic Retinopathy (DR) is a predominant cause of visual impairment and loss.
Approximately 285 million worldwide population is affected with diabetes, and one-third of …