A comprehensive review of deep learning strategies in retinal disease diagnosis using fundus images

B Goutam, MF Hashmi, ZW Geem, ND Bokde - IEEE Access, 2022 - ieeexplore.ieee.org
In recent years, there has been an unprecedented growth in computer vision and deep
learning implementation owing to the exponential rise of computation infrastructure. The …

Automated tool support for glaucoma identification with explainability using fundus images

T Shyamalee, D Meedeniya, G Lim… - IEEE Access, 2024 - ieeexplore.ieee.org
Glaucoma is a progressive eye condition that causes irreversible vision loss due to damage
to the optic nerve. Recent developments in deep learning and the accessibility of computing …

An efficient deep learning approach to automatic glaucoma detection using optic disc and optic cup localization

M Nawaz, T Nazir, A Javed, U Tariq, HS Yong… - Sensors, 2022 - mdpi.com
Glaucoma is an eye disease initiated due to excessive intraocular pressure inside it and
caused complete sightlessness at its progressed stage. Whereas timely glaucoma screening …

[HTML][HTML] Deep learning for optic disc segmentation and glaucoma diagnosis on retinal images

S Sreng, N Maneerat, K Hamamoto, KY Win - Applied Sciences, 2020 - mdpi.com
Glaucoma is a major global cause of blindness. As the symptoms of glaucoma appear, when
the disease reaches an advanced stage, proper screening of glaucoma in the early stages is …

Glaucoma detection with retinal fundus images using segmentation and classification

T Shyamalee, D Meedeniya - Machine Intelligence Research, 2022 - Springer
Glaucoma is a prevalent cause of blindness worldwide. If not treated promptly, it can cause
vision and quality of life to deteriorate. According to statistics, glaucoma affects …

Computer-aided diagnosis of skin diseases using deep neural networks

MN Bajwa, K Muta, MI Malik, SA Siddiqui, SA Braun… - Applied Sciences, 2020 - mdpi.com
Propensity of skin diseases to manifest in a variety of forms, lack and maldistribution of
qualified dermatologists, and exigency of timely and accurate diagnosis call for automated …

Explainable framework for Glaucoma diagnosis by image processing and convolutional neural network synergy: analysis with doctor evaluation

O Deperlioglu, U Kose, D Gupta, A Khanna… - Future Generation …, 2022 - Elsevier
Glaucoma causes blindness in long-time untreated cases. So, its early diagnosis is very
important. Moving from that, there have been lots of Deep Learning oriented studies to …

Ophthalmic disease detection via deep learning with a novel mixture loss function

X Luo, J Li, M Chen, X Yang, X Li - IEEE Journal of Biomedical …, 2021 - ieeexplore.ieee.org
With the popularization of computer-aided diagnosis (CAD) technologies, more and more
deep learning methods are developed to facilitate the detection of ophthalmic diseases. In …

[HTML][HTML] Retinal image analysis for diabetes-based eye disease detection using deep learning

T Nazir, A Irtaza, A Javed, H Malik, D Hussain… - Applied Sciences, 2020 - mdpi.com
Diabetic patients are at the risk of develo** different eye diseases ie, diabetic retinopathy
(DR), diabetic macular edema (DME) and glaucoma. DR is an eye disease that harms the …