AIMC Topic: Optic Disk

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Efficacy of a Deep Learning System for Detecting Glaucomatous Optic Neuropathy Based on Color Fundus Photographs.

Ophthalmology Mar 2, 2018
PURPOSE: To assess the performance of a deep learning algorithm for detecting referable glaucomatous optic neuropathy (GON) based on color fundus photographs.
Humans Fundus Oculi Optic Disk Diagnostic Techniques, Ophthalmological Photography Optic Nerve Diseases Retrospective Studies Deep Learning ROC Curve Glaucoma Algorithms
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Classification of optic disc shape in glaucoma using machine learning based on quantified ocular parameters.

PloS one Dec 19, 2017
PURPOSE: This study aimed to develop a machine learning-based algorithm for objective classification of the optic disc in patients with open-angle glaucoma (OAG), using quantitative parameters obtained from ophthalmic examination instruments.
Humans Middle Aged Optic Disk Algorithms Adult Glaucoma Female Male Aged Machine Learning
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A Novel Adaptive Deformable Model for Automated Optic Disc and Cup Segmentation to Aid Glaucoma Diagnosis.

Journal of medical systems Dec 7, 2017
This paper proposes a novel Adaptive Region-based Edge Smoothing Model (ARESM) for automatic boundary detection of optic disc and cup to aid automatic glaucoma diagnosis. The novelty of our approach consists of two aspects: 1) automatic detection of ...
Humans Glaucoma Machine Learning Optic Disk Pattern Recognition, Automated Algorithms Image Processing, Computer-Assisted
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Automated arteriole and venule classification using deep learning for retinal images from the UK Biobank cohort.

Computers in biology and medicine Sep 8, 2017
The morphometric characteristics of the retinal vasculature are associated with future risk of many systemic and vascular diseases. However, analysis of data from large population based studies is needed to help resolve uncertainties in some of these...
Arterioles Venules Image Processing, Computer-Assisted Biological Specimen Banks Optic Disk Retinal Vessels United Kingdom Male Middle Aged Cohort Studies Databases, Factual Female Humans Neural Networks, Computer
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Association Between Optic Nerve Head Blood Flow Measured Using Laser Speckle Flowgraphy and Radial Arterial Pressure During Aortic Arch Surgery.

Journal of cardiothoracic and vascular anesthesia Aug 2, 2017
OBJECTIVE: This study was designed to investigate the association between ocular blood flow measured using laser speckle flowgraphy (LSFG) and radial arterial pressure during aortic arch surgery.
Blood Flow Velocity Laser-Doppler Flowmetry Middle Aged Arterial Pressure Aorta, Thoracic Intraoperative Neurophysiological Monitoring Female Regional Blood Flow Humans Aged Cardiopulmonary Bypass Optic Disk Prospective Studies Male
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A machine-learning graph-based approach for 3D segmentation of Bruch's membrane opening from glaucomatous SD-OCT volumes.

Medical image analysis May 6, 2017
Bruch's membrane opening-minimum rim width (BMO-MRW) is a recently proposed structural parameter which estimates the remaining nerve fiber bundles in the retina and is superior to other conventional structural parameters for diagnosing glaucoma. Meas...
Tomography, Optical Coherence Optic Disk Imaging, Three-Dimensional Bruch Membrane Humans Glaucoma Machine Learning
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Glaucoma detection using entropy sampling and ensemble learning for automatic optic cup and disc segmentation.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Aug 23, 2016
We present a novel method to segment retinal images using ensemble learning based convolutional neural network (CNN) architectures. An entropy sampling technique is used to select informative points thus reducing computational complexity while perfor...
Neural Networks, Computer Glaucoma Unsupervised Machine Learning Optic Disk Logistic Models Humans Pattern Recognition, Automated Entropy
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A deep learning model integrating domain-specific features for enhanced glaucoma diagnosis.

BMC medical informatics and decision making May 23, 2025
Glaucoma is a group of serious eye diseases that can cause incurable blindness. Despite the critical need for early detection, over 60% of cases remain undiagnosed, especially in less developed regions. Glaucoma diagnosis is a costly task and some mo...
Glaucoma Deep Learning Optic Disk Humans Neural Networks, Computer
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Response to: Revisiting the Problem of Optic Nerve Detection in a Retinal Image Using Automated Machine Learning.

Asia-Pacific journal of ophthalmology (Philadelphia, Pa.) May 13, 2025
Optic Disk Humans Machine Learning
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Revisiting the Problem of Optic Nerve Detection in a Retinal Image Using Automated Machine Learning.

Asia-Pacific journal of ophthalmology (Philadelphia, Pa.) May 13, 2025
Humans Machine Learning Optic Disk
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