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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  

Computationally Enhanced 4D Flow MRI for the Assessment of Pre- and Post-Coarctation Repair Aorta Flow Dynamics

Author:Labib Shahid  James Rice  Haben Berhane  Cynthia Rigsby  Joshua Robinson  Lindsay Griffin  Michael Markl  Alejandro Roldán-Alzate  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Velocity & Flow  

Session Name:Velocity & Flow: Applications  

Program Number:2078  

Room Session:Concurrent 4  

Institution:Ann & Robert H. Lurie Children's Hospital of Chicago  Northwestern University  University of Wisconsin-Madison  

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  

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  

Patient-Specific,In-VitroModeling of Aortic Coarctation Using 4D Flow MRI and Particle Image Velocimetry

Author:James Rice  Labib Shahid  Haben Berhane  Joshua Robinson  Lindsay Griffin  Cynthia Rigsby  Michael Markl  Alejandro Roldan-Alzate  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Velocity & Flow  

Session Name:Velocity & Flow: Methods  

Program Number:2097  

Room Session:Concurrent 4  

Institution:Lurie Children's Hospital  Northwestern University  University of Wisconsin-Madison  

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