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Automated Vessel Segmentation for 2D Phase Contrast MR Using Deep Learning

Author:Ning Jin  Maria Monzon  Teodora Chitiboi  Aaron Pruitt  Daniel Giese  Matthew Tong  Orlando Simonetti  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2635  

Room Session:Concurrent 2  

Institution:Siemens Healthcare  Siemens Medical Solutions USA, Inc  Siemens Medical Solutions USA, Inc.  The Ohio State University  

Automatic segmentation of middle cerebral artery plaque based on deep learning

Author:Shuai Shen  Xiao Liu  Zhuyuerong Li  Tao Jiang  Hairong Zheng  Xin Liu  Na Zhang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2634  

Room Session:Concurrent 2  

Institution:Department of radiology, Beijing Chao-Yang hospital, Capital medical university  Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  College of Software, Xinjiang University  Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  CAS key laboratory of health informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  

The Comparison of denoising methods for cardiac diffusion tensor imaging

Author:Xi Xu  Yuxin Yang  Yuanyuan Liu  Dong Liang  Hairong Zheng  Yanjie Zhu  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2636  

Room Session:Concurrent 2  

Institution:Shenzhen Institute of Advanced Technology  

A comparison of spiral trajectories in a deep learning reconstruction for DENSE

Author:Samuel Fielden  Eric Carruth  Brandon Fornwalt  Christopher Haggerty  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2641  

Room Session:Concurrent 2  

Institution:Geisinger  

Comparison of Traditional fSNAP and 3D FuseUnet Based fSNAP

Author:Chuyu Liu  Shuo Chen  Rui Li  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2638  

Room Session:Concurrent 2  

Institution:Tsinghua University  

Cross Validation of a Deep Learning-Based ESPIRiT Reconstruction for Accelerated 2D Phase Contrast MRI

Author:Jack Warren  Matthew Middione  Julio Oscanoa  Christopher Sandino  Shreyas Vasanawala  Daniel Ennis  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2644  

Room Session:Concurrent 2  

Institution:California Institute of Technology  Stanford University  

Deep Learning based Automatic Multi-Regional Segmentation of the Aorta form 4D Flow MRI

Author:Haben Berhane  Michael Scott  Justin Baraboo  Cynthia Rigsby  Joshua Robinson  Bradley Allen  Chris Malaisrie  Patrick McCarthy  Ryan Avery  Michael Markl  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2647  

Room Session:Concurrent 2  

Institution:Lurie Childrens Hospital of Chicago  Northwestern Radiology  Northwestern University  

Deep Learning Based ESPIRiT Reconstruction for Highly Accelerated 2D Phase Contrast MRI

Author:Julio Oscanoa  Matthew Middione  Christopher Sandino  Shreyas Vasanawala  Daniel Ennis  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2645  

Room Session:Concurrent 2  

Institution:Stanford University  

Deep Learning for MR Vessel Wall Imaging: Automated Detection of arterial vessel wall and plaque

Author:Wenjing Xu  Xiong Yang  Yikang Li  Jin Fang  Guihua Jiang  Shuheng Zhang  Yanqun Teng  Xiaomin Ren  Lele Zhao  Jiayu Zhu  Qiang He  Hairong Zheng  Xin Liu  Na Zhang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2642  

Room Session:Concurrent 2  

Institution:CAS key laboratory of health informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Department of Radiology, Guangdong Second Provincial General Hospital  Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Shanghai United Imaging Healthcare Co., Ltd.  Faculty of Information Technology, Beijing University of Technology  Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  

Deep phenotyping of individuals with arrhythmogenic cardiomyopathy-associated genetic variants using myocardial T1 and T2 mapping

Author:Eric Carruth  Samuel Fielden  Amro Alsaid  Brandon Fornwalt  Christopher Haggerty  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2639  

Room Session:Concurrent 2  

Institution:Geisinger  

Deep-Learning epicardial fat quantification using 4-chambers Cardiac MRI segmentation, comparison with total epicardial fat volume

Author:Pierre Daudé  Patricia Ancel  Sylviane Confort-Gouny  Anne Dutour  Bénédicte Gaborit  Stanislas Rapacchi  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2648  

Room Session:Concurrent 2  

Institution:Aix-Marseille Univ, CNRS, CRMBM  APHM, Hôpital Universitaire Timone, Service d’Endocrinologie  

Exercise Effect in Human Brain Evaluated by 3D SWI Depiction of Lenticulostriate Artery with Denoising Deep Learning Reconstruction and 3D pCASL.

Author:Vadim Malis  Won Bae  Asako Yamamoto  Yoshimori Kassai  Marin McDonald  Mitsue Miyazaki  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2646  

Room Session:Concurrent 2  

Institution:Canon Medical  UC San Diego  

Fast personalization of cardiac mechanical models using parametric physics informed neural networks

Author:Stefano Buoso  Thomas Joyce  Sebastian Kozerke  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2650  

Room Session:Concurrent 2  

Institution:ETH Zurich  

Identification of Hemodynamic Biomarkers for Bicuspid Aortic Valve Patients using Machine Learning

Author:Pamela Franco  Julio Sotelo  Lydia Dux-Santoy  Andrea Guala  Aroa Ruiz-Muñoz  Arturo Evangelista  José Rodríguez-Palomares  Sergio Uribe  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2649  

Room Session:Concurrent 2  

Institution:Pontificia Universidad Católica de Chile  Universitat Autònoma de Barcelona  Millennium Nucleus for Cardiovascular Magnetic Resonance  Universidad de Valparaíso  

Isovolumic Relaxation Time and e' Metrics Evaluated by Deep-learning Analysis of Long-axis Cine: Correlations to Atrial Pressure and Fibrosis

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

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2637  

Room Session:Concurrent 2  

Institution:Lund University  National Institutes of Health  Yale Unversity  

A Machine Learning Approach for Predicting cardiovascular event in HCM patient on Cardiac MRI

Author:kankan hao  Yanjie Zhu  Dong Liang  shihua zhao  Xin Liu  Hairong Zheng  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2643  

Room Session:Concurrent 2  

Institution:Department of Magnetic Resonance Imaging, Fuwai Hospital and National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences, Peking Union Medical College  Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  University of Chinese Academy of Sciences  

PS-VN:integrating deep learning into model-based algorithm for accelerated reconstructionof real-time cardiac MR imaging

Author:Zhongsen Li  Hanyu Wei  Chuyu Liu  Yichen Zheng  Shuo Chen  Rui Li  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2651  

Room Session:Concurrent 2  

Institution:Center for Biomedical Imaging Research, Department of Biomedical Engineering, Tsinghua University  

Sensitivity of a Deep Learning Model for Multi-Sequence Cardiac Pathology Segmentation to Input Data Transformations

Author:Markus Ankenbrand  Liliya Shainberg  Michael Hock  David Lohr  Laura Schreiber  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2652  

Room Session:Concurrent 2  

Institution:University Hospital Würzburg  

Unsupervised Tag Removal in Cardiac Tagged MRI using Robust Variational Autoencoder

Author:Botian Xu  John Wood  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2640  

Room Session:Concurrent 2  

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