AIMC Topic: Image Interpretation, Computer-Assisted

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A Classification Algorithm by Combination of Feature Decomposition and Kernel Discriminant Analysis (KDA) for Automatic MR Brain Image Classification and AD Diagnosis.

Computational and mathematical methods in medicine Dec 30, 2019
Magnetic resonance (MR) imaging is a widely used imaging modality for detection of brain anatomical variations caused by brain diseases such as Alzheimer's disease (AD) and mild cognitive impairment (MCI). AD considered as an irreversible neurodegene...
Positron-Emission Tomography Reproducibility of Results Image Interpretation, Computer-Assisted Aged Linear Models Neuroimaging Male Pattern Recognition, Automated Middle Aged Magnetic Resonance Imaging Disease Progression Databases, Factual Discriminant Analysis Diagnosis, Computer-Assisted Biomarkers Alzheimer Disease Cognitive Dysfunction Brain Image Processing, Computer-Assisted Humans Female Machine Learning Algorithms
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Learning tree-structured representation for 3D coronary artery segmentation.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Dec 28, 2019
Extensive research has been devoted to the segmentation of the coronary artery. However, owing to its complex anatomical structure, it is extremely challenging to automatically segment the coronary artery from 3D coronary computed tomography angiogra...
Humans Image Interpretation, Computer-Assisted Coronary Vessels Computed Tomography Angiography Deep Learning Imaging, Three-Dimensional Coronary Angiography
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A fully convolutional neural network for new T2-w lesion detection in multiple sclerosis.

NeuroImage. Clinical Dec 28, 2019
INTRODUCTION: Longitudinal magnetic resonance imaging (MRI) has an important role in multiple sclerosis (MS) diagnosis and follow-up. Specifically, the presence of new T2-w lesions on brain MR scans is considered a predictive biomarker for the diseas...
Male Middle Aged Deep Learning Magnetic Resonance Imaging Longitudinal Studies Biomarkers Multiple Sclerosis Brain Image Interpretation, Computer-Assisted Humans Female Neuroimaging Adult
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Are All Deep Learning Architectures Alike for Point-of-Care Ultrasound?: Evidence From a Cardiac Image Classification Model Suggests Otherwise.

Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine Dec 24, 2019
OBJECTIVES: Little is known about optimal deep learning (DL) approaches for point-of-care ultrasound (POCUS) applications. We compared 6 popular DL architectures for POCUS cardiac image classification to determine whether an optimal DL architecture e...
Heart Heart Diseases Image Interpretation, Computer-Assisted Point-of-Care Systems Deep Learning Time Factors Ultrasonography Humans Neural Networks, Computer Reproducibility of Results
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Automatic Identification of Breast Ultrasound Image Based on Supervised Block-Based Region Segmentation Algorithm and Features Combination Migration Deep Learning Model.

IEEE journal of biomedical and health informatics Dec 19, 2019
Breast cancer is a high-incidence type of cancer for women. Early diagnosis plays a crucial role in the successful treatment of the disease and the effective reduction of deaths. In this paper, deep learning technology combined with ultrasound imagin...
Image Interpretation, Computer-Assisted Deep Learning Ultrasonography, Mammary Breast Supervised Machine Learning Humans Algorithms Female Sensitivity and Specificity Breast Neoplasms
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Hypergraph based multi-task feature selection for multimodal classification of Alzheimer's disease.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Dec 19, 2019
Multi-modality based classification methods are superior to the single modality based approaches for the automatic diagnosis of the Alzheimer's disease (AD) and mild cognitive impairment (MCI). However, most of the multi-modality based methods usuall...
Machine Learning Humans Image Interpretation, Computer-Assisted Pattern Recognition, Automated Male Female Neuroimaging Brain Mapping Multimodal Imaging Alzheimer Disease Aged Aged, 80 and over
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Artificial intelligence in digital breast pathology: Techniques and applications.

Breast (Edinburgh, Scotland) Dec 19, 2019
Breast cancer is the most common cancer and second leading cause of cancer-related death worldwide. The mainstay of breast cancer workup is histopathological diagnosis - which guides therapy and prognosis. However, emerging knowledge about the comple...
Breast Neoplasms Breast Image Interpretation, Computer-Assisted Humans Artificial Intelligence Female
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Deep Transfer Learning and Radiomics Feature Prediction of Survival of Patients with High-Grade Gliomas.

AJNR. American journal of neuroradiology Dec 19, 2019
BACKGROUND AND PURPOSE: Patient survival in high-grade glioma remains poor, despite the recent developments in cancer treatment. As new chemo-, targeted molecular, and immune therapies emerge and show promising results in clinical trials, image-based...
Prognosis Retrospective Studies Female Brain Neoplasms Humans Glioma Magnetic Resonance Imaging Image Interpretation, Computer-Assisted Neuroimaging Male Middle Aged Deep Learning Cohort Studies
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Enhanced Diagnosis of Severe Aortic Stenosis Using Artificial Intelligence: A Proof-of-Concept Study of 530,871 Echocardiograms.

JACC. Cardiovascular imaging Dec 18, 2019
Humans Artificial Intelligence Databases, Factual Adult Male Ventricular Function, Left Echocardiography Prognosis Female Aged Aged, 80 and over Image Interpretation, Computer-Assisted Proof of Concept Study Diagnosis, Computer-Assisted Aortic Valve Stenosis Middle Aged Aortic Valve Predictive Value of Tests Severity of Illness Index Hemodynamics
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Use of Endoscopic Impression, Artificial Intelligence, and Pathologist Interpretation to Resolve Discrepancies Between Endoscopy and Pathology Analyses of Diminutive Colorectal Polyps.

Gastroenterology Dec 18, 2019
Colonic Polyps Image Interpretation, Computer-Assisted Optical Imaging Humans Artificial Intelligence Decision Support Techniques Colorectal Neoplasms Colonoscopy Adenoma
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