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Literature Review on Artificial Intelligence Methods for Glaucoma Screening, Segmentation, and Classification
2022
Journal of Imaging
Preserved Fulltext
These techniques have been shown to have high sensitivity and specificity in glaucoma screening based on papilla and excavation images. ...
As a result, we verified whether deep learning techniques may be helpful in performing accurate and low-cost measurements related to glaucoma, which may promote patient empowerment and help medical doctors ...
After the optic disc and cup segmentation, the cup-to-disc ratio can be calculated and used to estimate glaucoma. ...
doi:10.3390/jimaging8020019
pmid:35200722
pmcid:PMC8878383
fatcat:fhzgoadxl5bjpoaddg7y752iay
Table of Contents
2020
IEEE journal of biomedical and health informatics
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Zhang 1093 Imaging Informatics Direct Cup-to-Disc Ratio Estimation for Glaucoma Screening via Semi-Supervised Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ...
Better Estimation of Functional Brain Network for Mild Cognitive Impairment Identification: A Transfer Learning View . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ...
doi:10.1109/jbhi.2020.2975866
fatcat:ueldkp6h25eipb7nrkfjs2xdia
REFUGE2 Challenge: Treasure for Multi-Domain Learning in Glaucoma Assessment
[article]
2022
arXiv
pre-print
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2022 pre-print arXiv:2202.08994v1 fatcat:tg4zp3hezrfizfasm2fys5whvu
Color fundus photography is the most cost effective imaging modality to screen for ocular diseases. ...
Moreover, three sub-tasks were designed in the challenge, including glaucoma classification, cup/optic disc segmentation, and macular fovea localization. ...
Distribution of Dice values for (A) optic disc, (B) optic cup, and (C) mean absolute error (MAE) of the estimated vertical cup-to-disc-ratio (vCDR). ...
arXiv:2202.08994v2
fatcat:os4kkur7vvasbavvnjj7z5mlmu
CDED-Net: Joint Segmentation of Optic Disc and Optic Cup for Glaucoma Screening
2020
IEEE Access
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Color fundus photography is used for examining the optic disc (OD) which is an important step in the diagnoses of glaucoma. This is done by estimating the cup-to-disc ratio (CDR). ...
In this paper, we proposed a Cup Disc Encoder Decoder Network (CDED-Net) for the joint segmentation of optic disc (OD) and optic cup (OC). ...
Furthermore, they would also like to thank the expert's for taking the time to establish the ground truth images. ...
doi:10.1109/access.2020.2998635
fatcat:bhxcz5tqqvhgdfex4ewaqhv2b4
Machine Learning Techniques for Ophthalmic Data Processing: A Review
2020
IEEE journal of biomedical and health informatics
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Machine learning approaches that use eye measurements and visual field data for glaucoma detection are also included in the survey. ...
This article reviews machine learning approaches proposed for diagnosing ophthalmic diseases during the last four years. ...
, or (3) assessing the damage of the optic nerve by calculating the cup-to-disc ratio (CDR). ...
doi:10.1109/jbhi.2020.3012134
pmid:32750971
fatcat:f4mmjk2ferduzbkpza4hoizzjq
Retinal Imaging and Image Analysis
2010
IEEE Reviews in Biomedical Engineering
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of optic nerve head (ONH) shape, building retinal atlases, and to automated methods for population screening for retinal diseases. ...
The described methods cover the developments of the past decade and were selected with respect to their potential for screening-motivated computer-aided detection of retinal abnormalities as well as for ...
for Vision Research, University of Iowa, by the Department of Veterans' Affairs Center of Excellence for the Treatment and Prevention of Visual Loss, and by the Department of Veterans' Affairs Merit program ...
doi:10.1109/rbme.2010.2084567
pmid:22275207
pmcid:PMC3131209
fatcat:5tnyvgeujfhovkwlmasuf7huja
2020 Index IEEE Journal of Biomedical and Health Informatics Vol. 24
2020
IEEE journal of biomedical and health informatics
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., A Globalized Model for Mapping Wearable Seismocardiogram Signals to Whole-Body Ballistocardiogram Signals Based on Deep Learning; JBHI May 2020 1296-1309 Herskovic, V., see Saint-Pierre, C., JBHI Jan ...
-2052 Hong, H., see 2833-2843 Hong, H., see Xue, B., JBHI Feb. 2020 614-625 Hoog Antink, C., Mai, Y., Aalto, R., Bruser, C., Leonhardt, S., Oksala, N., and Vehkaoja, A., Ballistocardiography Can Estimate ...
Qin, P., +, JBHI April 2020 1028-1036 Direct Cup-to-Disc Ratio Estimation for Glaucoma Screening via Semi-Supervised Learning. ...
doi:10.1109/jbhi.2020.3048808
fatcat:iifrkwtzazdmboabdqii7x5ukm
A review of feature-based retinal image analysis
2017
Expert Review of Ophthalmology
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The potential use of retinal imaging within screening programs, with consequent need to analyze large numbers of images with high throughput, is pushing the digital image analysis field to find new solutions ...
for the extraction of specific information from the retinal image. ...
The main advantage of this technique was its invariance to the quality of the image and the noise content, providing a more robust segmentation for cup to disc ratio measurements. ...
doi:10.1080/17469899.2017.1307105
fatcat:5eyenzltwvgrxnfksfbokmbd7m
Application of generative adversarial networks (GAN) for ophthalmology image domains: a survey
2022
Eye and Vision
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Finally, this survey would enable researchers to access the appropriate GAN technique to maximize the potential of ophthalmology datasets for deep learning research. ...
to be overcome for practical use. ...
In addition, accurate cup-to-disc ratio calculation based on optic disc segmentation is an important problem for evaluating optic nerve damage and glaucoma. ...
doi:10.1186/s40662-022-00277-3
pmid:35109930
pmcid:PMC8808986
fatcat:z3oycm6ybrbs5bgrinxqba6g64
The quantification of the visual field in computer-assisted threshold perimetry
[chapter]
1987
Seventh International Visual Field Symposium, Amsterdam, September 1986
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Fankhauser
Acknowledgements The authors wish to thank Glaucoma Research and Education Foundation for its partial support of this project and its volunteers who served as subjects They sincerely appreciate ...
Acknowledgements The authors are indebted to P Schneider and CH. Langenegger for help with the figures and C. Rutishauser for her assistance with the poster. They would also like to thank Prof. F. ...
Rim area was better in separating normals and patients with glaucoma than cup/disc ratio [4] . ...
doi:10.1007/978-94-009-3325-5_26
fatcat:e6ffftom5ngchh65vmckbi36p4
A Stress Syndrome Prototype Reflects Type 3 Diabetes and Ischemic Stroke Risk: The SABPA Study
2021
Biology
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/disc ratio (C/D) compared to the non-Stressed group. ...
The Stress syndrome prototype reflected risk for HOMA-IR (odds ratio (OR) 7.72) and retinal glia ischemia (OR 1.27) and vein widening (OR 1.03). ...
The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish the results. ...
doi:10.3390/biology10020162
pmid:33670473
fatcat:5k42tzsjlrdrteuat56avebupy
Understanding and living with glaucoma and non-communicable diseases like hypertension and diabetes in the Jhaukhel-Duwakot Health Demographic Surveillance Site: a qualitative study from Nepal
2014
Global Health Action
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2014 Cover photo exemplifies a simulated vision of advanced glaucoma obscuring peripheral vision in a street view. © Aman Anand Shakya PRIMARY OPEN ANGLE GLAUCOMA IN NEPAL Exploring the unknown © Suraj ...
Vertical cup-to-disc ratio (VCDR) was measured as the parameter to determine structural damage to the glaucomatous optic nerve head. ...
Figure 7 : 7 Vertical cup-to-disc ratio (VCDR) and intraocula1qar pressure(IOP) Mean VCDR in men and women was 0.7 (SD=0.18) and 0.6 (SD=0.21), respectively; p=0.999. ...
doi:10.3402/gha.v7.25358
pmid:25361727
pmcid:PMC4212074
fatcat:xobd34m6grej5my3qxjgs6zhiu
Abstracts of the 7th International Congress on Glaucoma Surgery
2014
Asian Journal of Ophthalmology
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diameters,.cup area,cup area/disc area ratio,neuroretinal rim(NRR) thickness,cup/disc ratio and neuroretinal rim area,were measured. ...
Mean value of the cup/disc ratio in group 1 was 0.67+_0.08 and in group 2, 0.47+_0.47.Mean value of cup area/disc area ratio in group 1 was 0.4+_0.12 and in group 2 ,0.24+_0.08. ...
a computer screen to simulate a sensation of movement if there is a structural alteration. ...
doi:10.35119/asjoo.v13i3.127
fatcat:kddncxxuobaubnibvyjrbugkyy
A Review of Algorithms for Segmentation of Retinal Image Data Using Optical Coherence Tomography
[chapter]
2011
Image Segmentation
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In
addition, two
glaucoma experts
annotated the
cup and rim area
in stero-color
photographs
using planimetry
to create the
reference
standard for
evaluation
Unsigned error for
the optic disc ...
In
addition, the
correlation
between
algorithm-
determined
cup to-
disc (c/d) ratio
and planimetry-
derived c/d by 3
experts was
calculated for
evaluation
purposes
The correlation of
algorithm ...
doi:10.5772/15833
fatcat:z5au7rekmrgkjhfzd7kpyl35ja
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation
[article]
2020
arXiv
pre-print
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Other Versions
body of research has studied the problem of medical image segmentation with imperfect datasets, tackling two major dataset limitations: scarce annotations where only limited annotated data is available for ...
However, rarely do we have a perfect training dataset, particularly in the field of medical imaging, where data and annotations are both expensive to acquire. ...
The authors have used the area under the ROC curve for evaluating the binary glaucoma classification performance using the cup to disc ratio. ...
arXiv:1908.10454v2
fatcat:mjvfbhx75bdkbheysq3r7wmhdi
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