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Assessing the effect of registration and model quality using attention gates for brain-age prediction with convolutional neural networks.

Author:Nicola Dinsdale  Emma Bluemke  Mark Jenkinson  Ana Namburete  

Institution:University of Oxford  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1026  

Room Live Q&A Session:Thursday Parallel 1  

Deep Learning-based Fetal-Uterine Motion Modeling from Volumetric EPI Time Series

Author:Muheng Li  Yi Xiao  Tingyin Liu  Junshen Xu  Esra Turk  Borjan Gagoski  Karen Ying  Polina Golland  P. Ellen Grant  Elfar Adalsteinsson  

Institution:Boston Children’s Hospital  Harvard Medical School  Massachusetts Institute of Technology  Tsinghua University  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1027  

Room Live Q&A Session:Thursday Parallel 1  

Detection of white matter hyperintensities using Triplanar U-Net ensemble network

Author:Vaanathi Sundaresan  Mark Jenkinson  Giovanna Zamboni  Ludovica Griffanti  

Institution:University of Oxford  FMRIB, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1024  

Room Live Q&A Session:Thursday Parallel 1  

End-to-End Full Automated Pipeline using a Convolutional Neural Network for Lung Segmentation in Phase-Resolved Functional Lung (PREFUL) MRI

Author:Cristian Crisosto  Andreas Voskrebenzev  Marcel Gutberlet  Filip Klimeš  Frank Wacker  Till Kaireit  Gesa Poeler  Lea Behrendt  Christopher Korz  Jens Vogel-Claussen  

Institution:Hanover Medical School  Biomedical Research in Endstage and Obstructive Lung Disease Hannover (BREATH), German Center for Lung Research (DZL)  German Center for Lung Research (DZL)  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1036  

Room Live Q&A Session:Thursday Parallel 1  

Estimation of Pharmacokinetic Parameters from DCE-MRI by Extracting Long and Short Time-dependent Features Using a LSTM network

Author:Jiaren Zou  James Balter  Yue Cao  

Institution:University of Michigan  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1032  

Room Live Q&A Session:Thursday Parallel 1  

Exploration of Feature Space in Semantic Segmentation Convolutional Neural Networks

Author:Logan Thorneloe  Arjun Desai  Garry Gold  Brian Hargreaves  Neal Bangerter  Akshay Chaudhari  

Institution:Brigham Young University  Imperial College London  Stanford University  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1029  

Room Live Q&A Session:Thursday Parallel 1  

Improved Depiction of Meningioma Boundaries in MR Elastography Using a Novel Inhomogeneous Learned Inversion

Author:Jonathan Scott  Arvin Arani  Armando Manduca  Joshua Trzasko  John Huston III  Richard Ehman  Matthew Murphy  

Institution:Mayo Clinic  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1033  

Room Live Q&A Session:Thursday Parallel 1  

In vivo voxel-wise parcellation of the human cerebral cortex using 3D MR fingerprinting (MRF) and supervised machine learning classification

Author:Shahrzad Moinian  Viktor Vegh  David Reutens  

Institution:The University of Queensland  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1034  

Room Live Q&A Session:Thursday Parallel 1  

Learning white matter fingerprints from structural information

Author:Colin Hansen  Qi Yang  Francois Rheault  Bramsh Qamar  Owen Williams  Susan Resnick  Eleftherios Garyfallidis  Adam Anderson  Maxime Descoteaux  Bennett Landman  Kurt Schilling  

Institution:Indiana University Bloomington  National Institute on Aging  Universite de Sherbrooke  Vanderbilt University  Vanderbilt University Institute of Imaging Science  Vanderbilt University Medical Center  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1022  

Room Live Q&A Session:Thursday Parallel 1  

Multi-path Deformable Convolutional Neural Network with Label Distribution Learning for Fetal Brain Age Prediction

Author:Lufan Liao  Xin Zhang  Fenqiang Zhao  Jingjiao Lou  Li Wang  Xiangmin Xu  He Zhang  Gang Li  

Institution:Fudan University  South China University of Technology  The University of North Carolina at Chapel Hill  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1028  

Room Live Q&A Session:Thursday Parallel 1  

Organ-based estimation of the chronological age based on 3D MRI scans

Author:Sherif Abdulatif  Karim Armanious  Anish Rao Bhaktharaguttu  Thomas Küstner  Bin Yang  Sergios Gatidis  

Institution:University Hospital Tübingen  University of Stuttgart  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1025  

Room Live Q&A Session:Thursday Parallel 1  

SARDU-Net: a new method for model-free, data-driven experiment design in quantitative MRI

Author:Francesco Grussu  Stefano Blumberg  Marco Battiston  Andrada Ianu?  Saurabh Singh  Fiona Gong  Hayley Whitaker  David Atkinson  Claudia Gandini Wheeler-Kingshott  Shonit Punwani  Eleftheria Panagiotaki  Thomy Mertzanidou  Daniel Alexander  

Institution:Champalimaud Centre for the Unknown  University College London  University of Pavia  IRCCS Mondino Foundation  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1035  

Room Live Q&A Session:Thursday Parallel 1  

StackGen-Net: A Stacked Generalization of 3D Orthogonal Convolutional Neural Networks for Improved Detection of White Matter Hyperintensities

Author:Lavanya Umapathy  Gloria Guzman Perez-Carrillo  Mahesh Bharath Keerthivasan  Maria Altbach  Blair Winegar  Craig Weinkauf  Ali Bilgin  

Institution:University of Arizona  Siemens Healthcare USA  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1023  

Room Live Q&A Session:Thursday Parallel 1  

SUBSTITUTING GADOLINIUM IN BRAIN MRI USING DEEPCONTRAST: A PROOF-OF-CONCEPT STUDY IN MICE

Author:Haoran Sun  Xueqing Liu  Xinyang Feng  Chen Liu  Nanyan Zhu  Sabrina Gjerswold-Selleck  Hong-Jian Wei  Pavan Upadhyayula  Angeliki Mela  Cheng-Chia Wu  Peter Canoll  Andrew Laine  John Vaughan  Scott Small  Jia Guo  

Institution:Columbia University  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1030  

Room Live Q&A Session:Thursday Parallel 1  

Substituting Gadolinium In Human Brain MRI Using DeepContrast

Author:Chen Liu  Nanyan Zhu  Xinyang Feng  Frank Provenzano  John Vaughan  Scott Small  Jia Guo  

Institution:Columbia University  Facebook  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Quantification, ML, and Tools  

Session Name:Machine Learning Potpourri: White Matter, Pharmacokinetics, Brain Age & Other Applications  

Program Number:1031  

Room Live Q&A Session:Thursday Parallel 1