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Deep Learning MRI Reconstruction in Application to Point-of-Care MRI

Author:Jo Schlemper  Seyed Sadegh Mohseni Salehi  Carole Lazarus  Hadrien Dyvorne  Rafael O'Halloran  Nicholas de Zwart  Laura Sacolick  Samantha By  Joel Stein  Daniel Rueckert  Michal Sofka  Prantik Kundu  

Institution:Hospitals of the University of Pennsylvania  Hyperfine Research Inc.  Imperial College London  Icahn School of Medicine at Mount Sinai  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0991  

Room Live Q&A Session:Wednesday Parallel 5  

Deep Model-based MR Parameter Mapping Network (DOPAMINE) for Fast MR Reconstruction

Author:Yohan Jun  Hyungseob Shin  Taejoon Eo  Taeseong Kim  Dosik Hwang  

Institution:Yonsei University  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0988  

Room Live Q&A Session:Wednesday Parallel 5  

High-Fidelity Reconstruction with Instance-wise Discriminative Feature Matching Loss

Author:Ke Wang  Jonathan Tamir  Stella Yu  Michael Lustig  

Institution:The University of Texas at Austin  University of California Berkeley  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0994  

Room Live Q&A Session:Wednesday Parallel 5  

MRI Reconstruction Using Deep Bayesian Inference

Author:Guanxiong Luo  Peng Cao  

Institution:The University of Hong Kong  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0996  

Room Live Q&A Session:Wednesday Parallel 5  

Physics-Based Self-Supervised Deep Learning for Accelerated MRI Without Fully Sampled Reference Data

Author:Burhaneddin Yaman  Seyed Amir Hossein Hosseini  Steen Moeller  Jutta Ellermann  Kamil Ugurbil  Mehmet Akcakaya  

Institution:University of Minnesota  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0989  

Room Live Q&A Session:Wednesday Parallel 5  

RED-N2N: Image reconstruction for MRI using deep CNN priors trained without ground truth

Author:Jiaming Liu  Cihat Eldeniz  Yu Sun  Weijie Gan  Sihao Chen  Hongyu An  Ulugbek Kamilov  

Institution:Washington University in St. Louis  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0993  

Room Live Q&A Session:Wednesday Parallel 5  

A spatially adaptive cross-modality based three-dimensional reconstruction network for susceptibility imaging

Author:Lijun Bao  Hongyuan Zhang  

Institution:Xiamen University  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0995  

Room Live Q&A Session:Wednesday Parallel 5  

Synchronizing dimension reduction and parameter inference in 3D multiparametric MRI: A hybrid dual-pathway neural network approach

Author:Carolin Pirkl  Izabela Horvath  Sebastian Endt  Guido Buonincontri  Marion Menzel  Pedro Gómez  Bjoern Menze  

Institution:Fondazione Imago7  GE Healthcare  Technical University of Munich  IRCCS Fondazione Stella Maris  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0990  

Room Live Q&A Session:Wednesday Parallel 5  

Wasserstein GANs for MR Imaging: from Paired to Unpaired Training

Author:Ke Lei  Morteza Mardani  Shreyas Vasanawala  John Pauly  

Institution:Stanford University  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0992  

Room Live Q&A Session:Wednesday Parallel 5  

S-net: Ensembled Iterative Deep Neural Networks for Accelerated Parallel MR Image Reconstruction

Author:Kerstin Hammernik  Jo Schlemper  Chen Qin  Jinming Duan  Gavin Seegoolam  Cheng Ouyang  Ronald Summers  Daniel Rueckert  

Institution:Imperial College London  NIH Clinical Center  University of Birmingham  Hyperfine Research Inc.  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0987  

Room Live Q&A Session:Wednesday Parallel 5