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A 3D-FiLM-cGAN Architecture for the Synthesis of Cerebral Blood Flow Maps

Author:Michael Stritt  Matthias Günther  Johannes Gregori  Daniel Mensing  Henk-Jan Mutsaerts  Klaus Eickel  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4815  

Room Session:2  

Institution:Amsterdam University Medical Center  mediri GmbH  Universität Bremen  Darmstadt University of Applied Sciences  Fraunhofer MEVIS  

A Deep Learning Neural Network for Quantifying Metabolite Concentrations by Multi-echo MRS

Author:Yan Zhang  Jun Shen  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4809  

Room Session:2  

Institution:National Institute of Mental Health  

Accelerated MR screenings with direct k-space classification

Author:Raghav Singhal  Mukund Sudarshan  Luke Ginocchio  Angela Tong  Hersh Chandarana  Daniel Sodickson  Rajesh Ranganath  Sumit Chopra  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4804  

Room Session:2  

Institution:New York University Grossman School of Medicine  New York University  

An Automated Pose and Motion Estimation Pipeline in Dynamic 3D Fetal MRI

Author:Junshen Xu  Molin Zhang  Lana Vasung  Esra Abaci Turk  Borjan Gagoski  Polina Golland  P. Ellen Grant  Elfar Adalsteinsson  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4806  

Room Session:2  

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

Exploring the potential of StyleGAN projection for quantitative maps from diffusion-weighted MR images

Author:Daniel Güllmar  Wei-Chan Hsu  Stefan Ropele  Jürgen Reichenbach  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4814  

Room Session:2  

Institution:Jena University Hospital  Medical University Graz  Michael Stifel Center Jena for Data-Driven and Simulation Science  

Hypergraph learning-based convolutional neural network for classification of brain functional connectome

Author:Junqi Wang  Hailong Li  Gang Qu  Jonathan Dillman  Nehal Parikh  Lili He  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4803  

Room Session:2  

Institution:Cincinnati Children's Hospital Medical Center  Tulane University  University of Cincinnati College of Medicine  

Improving Across-Dataset Brain Tissue Segmentation Using Transformer

Author:Vishwanatha Rao  Zihan Wan  David Ma  Ye Tian  Jia Guo  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4817  

Room Session:2  

Institution:Columbia University  

Improving the accessibility of deep learning-based denoising for MRI using transfer learning and self-supervised learning

Author:Qiyuan Tian  Ziyu Li  Wei-Ching Lo  Berkin Bilgic  Jonathan Polimeni  Susie Huang  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4811  

Room Session:2  

Institution:Massachusetts General Hospital, Harvard Medical School  Siemens Medical Solutions  University of Oxford  

LeaRning nonlineAr representatIon and projectIon for faSt constrained MRSI rEconstruction (RAIISE)

Author:Yahang Li  Loreen Ruhm  Anke Henning  Fan Lam  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4808  

Room Session:2  

Institution:University of Illinois Urbana-Champaign  University of Texas Southwestern Medical Center (UTSW)  Beckman Institute for Advanced Science and Technology  Max Planck Institute for Biological Cybernetics  Cancer Center at Illinois  

Motion-robust dynamic abdominal MRI using k-t GRASP and dynamic dual-channel training of super-resolution U-Net (DDoS-UNet)

Author:Chompunuch Sarasaen  Soumick Chatterjee  Georg Rose  Andreas Nürnberger  Oliver Speck  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4816  

Room Session:2  

Institution:Otto von Guericke University  German Center for Neurodegenerative Disease  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Prediction of new diffusion MRI data is feasible using robust machine learning algorithms for multi-shell HARDI in a clinical setting

Author:Cayden Murray  Olayinka Oladosu  Yunyan Zhang  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4805  

Room Session:2  

Institution:University of Calgary  

Quantifying Domain Shift for Deep Learning Based Synthetic CT Generation with Uncertainty Predictions

Author:Matt Hemsley  Liam Lawrence  Rachel Chan  Brige Chuge  Angus Lau  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4812  

Room Session:2  

Institution:Sunnybrook Health Sciences Centre  Sunnybrook Research Insitute  University of Toronto  Ryerson University  

Rapid myelin water fraction mapping through the combination of artificial neural network and under sampled mcDESPOT data

Author:Zhaoyuan Gong  Nikkita Khattar  Matthew Kiely  Curtis Triebswetter  Maryam Alsameen  Mustapha Bouhrara  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4813  

Room Session:2  

Institution:National Institute on Aging  Yale University  

SVoRT: Slice-to-volume Registration for Fetal Brain MRI Reconstruction with Transformers

Author:Junshen Xu  Daniel Moyer  P. Ellen Grant  Polina Golland  Juan Eugenio Iglesias  Elfar Adalsteinsson  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4807  

Room Session:2  

Institution:Boston Children’s Hospital  Massachusetts Institute of Technology  Harvard Medical School  University College London  Massachusetts General Hospital  

Zero-Shot Physics-Guided Self-Supervised Learning for Subject-Specific MRI Reconstruction

Author:Burhaneddin Yaman  Seyed Amir Hossein Hosseini  Mehmet Akcakaya  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence V  

Program Number:4810  

Room Session:2  

Institution:University of Minnesota  Center for Magnetic Resonance Research