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Accelerated Phase Contrast MRI Reconstruction with Deep U-NET Convolutional Neural Networks

Author:Ruponti Nath  Sean Callahan  Narayana Singam  Marcus Stoddard  Amir Amini  

Institution:University of Louisville  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2237  

Room Live Q&A Session:

The Apprentice Surpasses the Master: Training a Neural Network for Cardiac Segmentation Using a Specialized Network and Indirectly Labeled Data

Author:Markus Ankenbrand  David Lohr  Tobias Wech  Laura Schreiber  

Institution:University Hospital Würzburg  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2228  

Room Live Q&A Session:

Deep Learning Artifact Removal for Real-Time Rodent Cardiac MRI

Author:Patrick Metze  Hao Li  Tobias Speidel  Ina Vernikouskaya  Volker Rasche  

Institution:Ulm University  University Ulm Medical Center  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2238  

Room Live Q&A Session:

Deep Learning based Semantic Segmentation of Scar Tissue in Late-Gadolinium Enhancement CMR – First Results

Author:Julius Heidenreich  Tobias Gassenmaier  Markus Ankenbrand  David Lohr  Thorsten Bley  Tobias Wech  

Institution:University Hospital Würzburg  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2234  

Room Live Q&A Session:

DeepECG: Towards 3-D Continuous Cardiac MRI without ECG-Gating - Deep Learning-based R-Wave Classification for Automated Cardiac Phase Binning

Author:Elisabeth Hoppe  Jens Wetzl  Seung Su Yoon  Manuel Schneider  Bernhard Stimpel  Alexander Preuhs  Andreas Maier  

Institution:Magnetic Resonance, Siemens Healthcare  Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2224  

Room Live Q&A Session:

Fully automated quantification of left ventricular scar in patients with ischemic heart disease using deep learning and Gaussian mixture models

Author:Cian Scannell  Adriana Villa  Stefano Figliozzi  Jack Lee  Mikto Veta  Marcel Breeuwer  Amedeo Chiribiri  

Institution:Eindhoven University of Technology  King's College London  Philips Healthcare  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2236  

Room Live Q&A Session:

Learning cardiac morphology from MR images using a generative adversarial network: a proof of concept study

Author:Davide Piccini  Aurélien Maillot  John Heerfordt  Dimitri Van De Ville  Juerg Schwitter  Matthias Stuber  Jonas Richiardi  Tobias Kober  

Institution:École Polytechnique Fédérale de Lausanne (EPFL)  Lausanne University Hospital and University of Lausanne  Siemens Healthcare  University Hospital of Lausanne (CHUV)  Center for Biomedical Imaging (CIBM)  University Hospital of Geneva (HUG)  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2227  

Room Live Q&A Session:

A Machine Learning Approach to Left Ventricle Mesh Prediction from Multi-Slice MR Images

Author:Thomas Joyce  Stefano Buoso  Yuerong Xu  Sebastian Kozerke  

Institution:University and ETH Zurich  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2230  

Room Live Q&A Session:

Myocardial Segmentation and Phase Unwrapping for Automatic Analysis of DENSE Cardiac MRI using Deep Learning

Author:Sona Ghadimi  Xue Feng  Craig Meyer  Frederick Epstein  

Institution:University of Virginia  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2225  

Room Live Q&A Session:

Real-time Cine Cardiac Magnetic Resonance Imaging Using a Convolutional Neural Network

Author:Yan-Chi Ivy Chan  Jay B. Patel  Wai-Yan Ryana Fok  Kwannapas Saengsin  Andrew J. Powell  Mehdi H. Moghari  

Institution:Department of Cardiology, Boston Children's Hospital and the Department of Pediatrics, Harvard Medical School  Massachusetts Institute of Technology  Chiang Mai University  Technical University of Munich  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2226  

Room Live Q&A Session:

Reducing pulsatile artefact in TOF sequence using CNN

Author:Qiaoyi Xue  Jianmin Yuan  Haodong Qin  Hui Liu  Ran Huo  Huishu Yuan  

Institution:Peking University Third Hospital  United Imaging Healthcare  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2235  

Room Live Q&A Session:

Segmental assessment of myocardial late gadolinium enhancement based on weakly supervised learning

Author:Yoon-Chul Kim  Yeon Hyeon Choe  

Institution:Samsung Medical Center, Sungkyunkwan University School of Medicine  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2231  

Room Live Q&A Session:

Tag Removal in Cardiac Tagged MRI using Edge-guided Adversarial Learning

Author:Botian Xu  Yaqiong Chai  John Wood  

Institution:University of Southern California  Children's Hospital Los Angeles  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2232  

Room Live Q&A Session:

Time-resolved tracking of the atrioventricular plane displacement in long-axis cine images with residual neural networks

Author:Ricardo Gonzales  John Onofrey  Jérôme Lamy  Felicia Seemann  Einar Heiberg  Dana Peters  

Institution:Lund University  Yale University  Universidad de Ingenieria y Tecnologia  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2233  

Room Live Q&A Session:

Verification of fully automated deep learning-based 4D segmentation of the thoracic aorta from 4D flow MRI

Author:Michael Scott  Haben Berhane  Kevin Kalisz  Tugce Trabzonlu  Jeesoo Lee  Marci Messina  Chris Malaisrie  Patrick McCarthy  James Carr  Alexander Barker  Ryan Avery  Michael Markl  

Institution:Lurie Children's Hospital of Chicago  Northwestern University  University of Colorado, Anschutz Medical Campus  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2229  

Room Live Q&A Session: