Automation, machine learning, and artificial intelligence in echocardiography: A brave new world

Feasibility, Accuracy, and Reproducibility of Aortic Annular and Root Sizing for Transcatheter Aortic Valve Replacement Using Novel Automated Three-Dimensional Echocardiographic Software: Comparison with Multi–Detector Row Computed Tomography

(2018) Edgard A. Prihadi et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Three-Dimensional Echocardiographic Automated Quantification of Left Heart Chamber Volumes Using an Adaptive Analytics Algorithm: Feasibility and Impact of Image Quality in Nonselected Patients

(2017) Diego Medvedofsky et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Feasibility and Accuracy of Automated Software for Transthoracic Three-Dimensional Left Ventricular Volume and Function Analysis: Comparisons with Two-Dimensional Echocardiography, Three-Dimensional Transthoracic Manual Method, and Cardiac Magnetic Resonance Imaging

(2017) Gloria Tamborini et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Recommendations for Noninvasive Evaluation of Native Valvular Regurgitation

(2017) William A. Zoghbi et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Deep Learning in Medical Imaging: General Overview

(2017) June-Goo Lee et al.   KOREAN JOURNAL OF RADIOLOGY

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Cognitive Machine-Learning Algorithm for Cardiac ImagingCLINICAL PERSPECTIVE

(2016) Partho P. Sengupta et al.   Circulation-Cardiovascular Imaging

Analysis of Machine Learning Techniques for Heart Failure Readmissions

(2016) Bobak J. Mortazavi et al.  

Machine-Learning Algorithms to Automate Morphological and Functional Assessments in 2D Echocardiography

(2016) Sukrit Narula et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Three-Dimensional Echocardiographic Assessment of Left Heart Chamber Size and Function with Fully Automated Quantification Software in Patients with Atrial Fibrillation

(2016) Kyoko Otani et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Using Anatomic Intelligence to Localize Mitral Valve Prolapse on Three-Dimensional Echocardiography

(2016) Chun-Na Jin et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Fully automated software for mitral annulus evaluation in chronic mitral regurgitation by 3-dimensional transesophageal echocardiography

(2016) Iolanda Aquila et al.   MEDICINE

Transthoracic 3D Echocardiographic Left Heart Chamber Quantification Using an Automated Adaptive Analytics Algorithm

(2016) Wendy Tsang et al.   JACC-Cardiovascular Imaging

Analysis of Machine Learning Techniques for Heart Failure Readmissions

(2016) Bobak J. Mortazavi et al.   Circulation-Cardiovascular Quality and Outcomes

Reproducibility of a novel echocardiographic 3D automated software for the assessment of mitral valve anatomy

(2015) Iolanda Aquila et al.   Cardiovascular Ultrasound

Efficacy and Accuracy of Novel Automated Mitral Valve Quantification: Three-Dimensional Transesophageal Echocardiographic Study

(2015) Nobuyuki Kagiyama et al.   ECHOCARDIOGRAPHY-A JOURNAL OF CARDIOVASCULAR ULTRASOUND AND ALLIED TECHNIQUES

Automatic quantification of aortic regurgitation using 3D full volume color doppler echocardiography: a validation study with cardiac magnetic resonance imaging

(2015) Jaehuk Choi et al.   INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING

Fully Automated Versus Standard Tracking of Left Ventricular Ejection Fraction and Longitudinal Strain

(2015) Christian Knackstedt et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Quantification of Chronic Functional Mitral Regurgitation by Automated 3-Dimensional Peak and Integrated Proximal Isovelocity Surface Area and Stroke Volume Techniques Using Real-Time 3-Dimensional Volume Color Doppler Echocardiography

(2012) Paaladinesh Thavendiranathan et al.   Circulation-Cardiovascular Imaging

Automated Quantitative 3-Dimensional Modeling of the Aortic Valve and Root by 3-Dimensional Transesophageal Echocardiography in Normals, Aortic Regurgitation, and Aortic Stenosis

(2012) Anna Calleja et al.   Circulation-Cardiovascular Imaging

Direct Measurement of Proximal Isovelocity Surface Area by Single-Beat Three-Dimensional Color Doppler Echocardiography in Mitral Regurgitation: A Validation Study

(2012) Jose Alberto de Agustín et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY

Feasibility, Accuracy, and Reproducibility of Real-Time Full-Volume 3D Transthoracic Echocardiography to Measure LV Volumes and Systolic Function

(2012) Paaladinesh Thavendiranathan et al.   JACC-Cardiovascular Imaging

Automated Quantification of Mitral Inflow and Aortic Outflow Stroke Volumes by Three-Dimensional Real-Time Volume Color-Flow Doppler Transthoracic Echocardiography: Comparison with Pulsed-Wave Doppler and Cardiac Magnetic Resonance Imaging

(2011) Paaladinesh Thavendiranathan et al.   JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY