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4D flow MRI hemodynamic quantification of pediatric patients with multi-site, multi-vender, and multi-channel machine learning segmentation

Author:Takashi Fujiwara  Haben Berhane  Michael Scott  Zachary King  Michal Schafer  Brian Fonseca  Joshua Robinson  Cynthia Rigsby  Lorna Browne  Michael Markl  Alex Barker  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:Explorations of AI in Neuroimaging  

Program Number:3267  

Room Session:Concurrent 6  

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

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  

First Experiences Utilizing Whole-Chest 4D-Flow for Everyday Clinical Use: A Step from Bench to Bedside

Author:Maurice Pradella  Michael Scott  Brad Allen  Ryan Avery  Michael Markl  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Velocity & Flow  

Session Name:Velocity & Flow: Applications  

Program Number:2076  

Room Session:Concurrent 4  

Institution:Northwestern University  University of Basel  

Fully automated aortic 4D flow MRI large-cohort analysis using deep learning

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

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging  

Program Number:0451  

Room Session:Concurrent 2  

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

Playing with FIRE: a framework for on-scanner, in-line fully automated 4D-Flow MRI reconstruction, pre-processing and flow visualization

Author:Justin Baraboo  Michael Scott  Haben Berhane  Ashitha Pathrose  Michael Markl  Ning Jin  Kelvin Chow  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Velocity & Flow  

Session Name:Velocity & Flow: Methods  

Program Number:2089  

Room Session:Concurrent 4  

Institution:Northwestern  Siemens  

Regurgitant Mitral Valve Jet Flow Dynamics: Systematic Assessment of Flow Entrainment and Momentum Conservation by In-vitro 4D flow MRI

Author:Jeesoo Lee  Liliana Ma  Michael Scott  Alexander Barker  James Thomas  Michael Markl  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Velocity & Flow  

Session Name:Velocity & Flow: Methods  

Program Number:2090  

Room Session:Concurrent 4  

Institution:Northwestern University  University of Colorado Denver Anschutz Medical Campus