Automated glaucoma screening and diagnosis based on retinal fundus images using deep learning approaches: A comprehensive review

MJM Zedan, MA Zulkifley, AA Ibrahim, AM Moubark… - Diagnostics, 2023 - mdpi.com
Glaucoma is a chronic eye disease that may lead to permanent vision loss if it is not
diagnosed and treated at an early stage. The disease originates from an irregular behavior …

Artificial intelligence in glaucoma: opportunities, challenges, and future directions

X Huang, MR Islam, S Akter, F Ahmed… - BioMedical Engineering …, 2023 - Springer
Artificial intelligence (AI) has shown excellent diagnostic performance in detecting various
complex problems related to many areas of healthcare including ophthalmology. AI …

Artificial intelligence in the diagnosis of glaucoma and neurodegenerative diseases

MM Hasan, J Phu, A Sowmya, E Meijering… - Clinical and …, 2024 - Taylor & Francis
Artificial Intelligence is a rapidly expanding field within computer science that encompasses
the emulation of human intelligence by machines. Machine learning and deep learning–two …

A review of deep learning techniques for glaucoma detection

T Guergueb, MA Akhloufi - SN Computer Science, 2023 - Springer
Glaucoma is one of the major reasons for visual impairment all across the globe. The recent
advancements in machine learning techniques have greatly facilitated ophthalmologists in …

Automatic Glaucoma Detection from Fundus Images Using Deep Convolutional Neural Networks and Exploring Networks Behaviour Using Visualization Techniques

VK Velpula, LD Sharma - SN Computer Science, 2023 - Springer
Glaucoma is an irreversible eye disease due to increased intraocular pressure that
damages the optic nerve in the eye. It does not initially exhibit any symptoms. The effect is so …

Customized Convolutional Neural Network for Glaucoma Detection in Retinal Fundus Images

F Islami, S Defit - Jurnal Penelitian Pendidikan IPA, 2024 - jppipa.unram.ac.id
Glaucoma is one of the leading causes of permanent blindness and remains a current
challenge in the field of ophthalmology. This research aims to present a comprehensive …

An efficient framework for optic disk segmentation and classification of Glaucoma on fundus images

J Sanghavi, M Kurhekar - Biomedical Signal Processing and Control, 2024 - Elsevier
Abstract Accurately segmenting the Optic Disk is a crucial step in classifying Glaucoma
using Fundus images. Machine learning and artificial intelligence techniques are widely …

Comparison of the performance of convolutional neural networks and vision transformer-based systems for automated glaucoma detection with eye fundus images

S Alayón, J Hernández, FJ Fumero, JF Sigut… - Applied Sciences, 2023 - mdpi.com
Glaucoma, a disease that damages the optic nerve, is the leading cause of irreversible
blindness worldwide. The early detection of glaucoma is a challenge, which in recent years …

A framework for robust glaucoma detection: A confidence-aware deep uncertainty quantification approach with a comprehensive assessment for enhanced clinical …

J Zarean, AR Tajally, R Tavakkoli-Moghaddam… - … Applications of Artificial …, 2025 - Elsevier
Glaucoma poses a significant threat to public health worldwide, as it can result in irreversible
vision loss. Timely identification is vital for halting the progression of visual field …

[PDF][PDF] Deep Learning for Glaucoma Detection: R-CNN ResNet-50 and Image Segmentation

MS Puchaicela-Lozano, L Zhinin-Vera… - Journal of Advances in …, 2023 - jait.us
Glaucoma is a leading cause of irreversible blindness worldwide, affecting millions of
people. Early diagnosis is essential to reduce visual loss, and various techniques are used …