[HTML][HTML] Explainable artificial intelligence (XAI) in deep learning-based medical image analysis

BHM Van der Velden, HJ Kuijf, KGA Gilhuijs… - Medical Image …, 2022 - Elsevier
With an increase in deep learning-based methods, the call for explainability of such methods
grows, especially in high-stakes decision making areas such as medical image analysis …

[HTML][HTML] Survey of explainable artificial intelligence techniques for biomedical imaging with deep neural networks

S Nazir, DM Dickson, MU Akram - Computers in Biology and Medicine, 2023 - Elsevier
Artificial Intelligence (AI) techniques of deep learning have revolutionized the disease
diagnosis with their outstanding image classification performance. In spite of the outstanding …

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 …

[HTML][HTML] 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 …

[HTML][HTML] ODGNet: a deep learning model for automated optic disc localization and glaucoma classification using fundus images

J Latif, S Tu, C Xiao, S Ur Rehman, A Imran, Y Latif - SN Applied Sciences, 2022 - Springer
Glaucoma is one of the prevalent causes of blindness in the modern world. It is a salient
chronic eye disease that leads to irreversible vision loss. The impediments of glaucoma can …

Applications of deep learning in detection of glaucoma: a systematic review

D Mirzania, AC Thompson… - European Journal of …, 2021 - journals.sagepub.com
Glaucoma is the leading cause of irreversible blindness and disability worldwide.
Nevertheless, the majority of patients do not know they have the disease and detection of …

[HTML][HTML] Literature review on artificial intelligence methods for glaucoma screening, segmentation, and classification

J Camara, A Neto, IM Pires, MV Villasana… - Journal of …, 2022 - mdpi.com
Artificial intelligence techniques are now being applied in different medical solutions ranging
from disease screening to activity recognition and computer-aided diagnosis. The …

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 …

[HTML][HTML] Review of machine learning applications using retinal fundus images

Y Jeong, YJ Hong, JH Han - Diagnostics, 2022 - mdpi.com
Automating screening and diagnosis in the medical field saves time and reduces the
chances of misdiagnosis while saving on labor and cost for physicians. With the feasibility …

[HTML][HTML] 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 …