Analysis of deep learning techniques for prediction of eye diseases: A systematic review

A Bali, V Mansotra - Archives of Computational Methods in Engineering, 2024 - Springer
The prediction and early diagnosis of eye diseases are critical for effective treatment and
prevention of vision loss. The identification of eye diseases has recently been the subject of …

Artificial intelligence techniques for glaucoma detection through retinal images: State of the art

A Shoukat, S Akbar - Artificial Intelligence and Internet of Things, 2021 - taylorfrancis.com
The glaucoma is a retinal disease that causes permanent blindness if not detected earlier.
The asymptotic nature of glaucoma is a big hurdle in the early-stage diagnosis. The …

Optimized convolution neural network based multiple eye disease detection

P Muthukannan - Computers in Biology and Medicine, 2022 - Elsevier
World health organization (WHO) reports around 2.2 billion people in the world as visually
challenged which is mostly due to the age-related eye diseases such as age-related …

[HTML][HTML] Automatic diagnosis of glaucoma from retinal images using deep learning approach

A Shoukat, S Akbar, SA Hassan, S Iqbal, A Mehmood… - Diagnostics, 2023 - mdpi.com
Glaucoma is characterized by increased intraocular pressure and damage to the optic
nerve, which may result in irreversible blindness. The drastic effects of this disease can be …

Detection of microscopic glaucoma through fundus images using deep transfer learning approach

S Akbar, SA Hassan, A Shoukat… - Microscopy Research …, 2022 - Wiley Online Library
Glaucoma disease in humans can lead to blindness if it progresses to the point where it
affects the oculus' optic nerve head. It is not easily detected since there are no symptoms …

[PDF][PDF] Optic disc and optic cup segmentation on retinal image based on multimap localization and u-net convolutional neural network

AN Almustofa, A Handayani, TLR Mengko - Journal of Image and Graphics, 2022 - joig.net
Glaucoma is an eye disease that is caused by an increase in intraocular pressure.
Excessive intraocular pressure could damage optic nerves and lead to vision loss. Early …

Transfer learning–driven ensemble model for detection of diabetic retinopathy disease

BK Chaurasia, H Raj, SS Rathour, PB Singh - Medical & Biological …, 2023 - Springer
In this study, we propose an ensemble model for the detection of diabetic retinopathy (DR)
illness that is driven by transfer learning. Due to diabetes, the DR is a problem that affects …

Energetic glaucoma segmentation and classification strategies using depth optimized machine learning strategies

V Elizabeth Jesi, S Mohamed Aslam… - Contrast Media & …, 2021 - Wiley Online Library
Glaucoma is a major threatening cause, in which it affects the optical nerve to lead to a
permanent blindness to individuals. The major causes of Glaucoma are high pressure to …

Joint optimization of CycleGAN and CNN classifier for detection and localization of retinal pathologies on color fundus photographs

Z Zhang, Z Ji, Q Chen, S Yuan… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
Retinal related diseases are the leading cause of vision loss, and severe retinal lesion
causes irreversible damage to vision. Therefore, the automatic methods for retinal diseases …

[HTML][HTML] Retinal nerve fiber layer analysis using deep learning to improve glaucoma detection in eye disease assessment

AR Prananda, EL Frannita, AHT Hutami, MR Maarif… - Applied Sciences, 2022 - mdpi.com
Recently, the development of a rapid detection approach for glaucoma has been widely
proposed to assist medical personnel in detecting glaucoma disease thanks to the …