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A Cascaded Residual Dense Network for Cardiac MR Imaging

Author:Ziwen Ke  Shanshan Wang  Cheng Li  Huitao Cheng  Leslie Ying  Xin Liu  Hairong Zheng  Dong Liang  

Institution:Department of Biomedical Engineering and Department of Electrical Engineering, The State University of New York  Shenzhen Institutes of Advanced Technology  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4666  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 123  

A Reference-Free Convolutional Neural Network Model for Magnetic Resonance Imaging Reconstruction from Under-Sampled k-Space

Author:Yang Song  Yida Wang  Xu Yan  Minxiong Zhou  Bingwen Hu  Guang Yang  

Institution:East China Normal university  Shanghai University of Medicine & Health Sciences  Siemens Healthcare  Siemens Healthcare  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4658  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 115  

Accelerated 3D Non-Cartesian Reconstruction with Deep Learning

Author:Mario Malavé  Srivathsan Koundinyan  Christopher Sandino  Frank Ong  Joseph Cheng  Dwight Nishimura  

Institution:Stanford University  University of California  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4662  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 119  

An Unsupervised Deep Learning Approach for Reconstructing Arterial Spin Labeling Images from Noisy Data

Author:Kuang Gong  Paul Han  Debra Horng  Georges El Fakhri  Chao Ma  Quanzheng Li  

Institution:Massachusetts General Hospital and Harvard Medical School  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4644  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 101  

Data Consistency Networks for (Calibration-less) Accelerated Parallel MR Image Reconstruction

Author:Jo Schlemper  Jinming Duan  Cheng Ouyang  Chen Qin  Jose Caballero  Joseph Hajnal  Daniel Rueckert  

Institution:Imperial College London  King's College London  King's College London  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4663  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 120  

Deep learning aided compressed sensing for accelerated cardiac cine MRI

Author:Tobias Wech  Thorsten Bley  Herbert Köstler  

Institution:University Hospital Würzburg  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4650  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 107  

Deep MRI Reconstruction without Ground Truth for Training

Author:Peizhou Huang  Chaoyi Zhang  Hongyu Li  Sunil Kumar Gaire  Ruiying Liu  Xiaoliang Zhang  Xiaojuan Li  Leslie Ying  

Institution:Cleveland Clinic  State University of New York at Buffalo  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4668  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 125  

Deep Plug-and-Play Prior for Parallel MRI Reconstruction

Author:Ali Pour Yazdanpanah  Onur Afacan  Simon Warfield  

Institution:Computational Radiology Laboratory, Boston Children's Hospital and Harvard Medical School  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4665  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 122  

Deep Scaled Domain Learning for Compressed MRI using Optional Scaling Transform

Author:Satoshi ITO  Kohei SATO  

Institution:Utsunomiya University  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4652  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 109  

Dual-domain Generative Adversarial Model for Accelerated MRI Reconstruction

Author:Guanhua Wang  Enhao Gong  Suchandrima Banerjee  Karen Ying  Greg Zaharchuk  John Pauly  

Institution:Ge Healthcare  GE Healthcare  Stanford University  Tsinghua University  Tsinghua University  Subtle Medical  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4655  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 112  

Dynamic Multi-Coil Reconstruction using Variational Networks

Author:Kerstin Hammernik  Matthias Schloegl  Erich Kobler  Rudolf Stollberger  Thomas Pock  

Institution:Graz University of Technology  BioTechMed-Graz  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4656  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 113  

Fast estimation of GRAPPA kernel using Meta-learning

Author:Dongwook Lee  Jong Chul Ye  

Institution:KAIST  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4664  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 121  

FlowNet: High-Speed Compressed Sensing 4D Flow MRI Image Reconstruction using Loop Unrolling

Author:Jonas Walheim  Valery Vishnevskiy  Sebastian Kozerke  

Institution:Institute for Biomedical Engineering, University and ETH Zurich  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4653  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 110  

LORAKI: Reconstruction of Undersampled k-space Data using Scan-Specific Autocalibrated Recurrent Neural Networks

Author:Tae Hyung Kim  Pratyush Garg  Justin Haldar  

Institution:Indian Institute of Technology (IIT) Kanpur  University of Southern California  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4647  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 104  

Multi-scale Unrolled Deep Learning Network for Accelerated MRI

Author:Ukash Nakarmi  Joseph Cheng  Edgar Anselmo Piedra  Morteza Mardani  John Pauly  Leslie Ying  Shreyas Vasanawala  

Institution:Stanford University  University at Buffalo  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4654  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 111  

Non-Cartesian k-space Deep Learning for Accelerated MRI

Author:Yoseob Han  Jong Chul Ye  

Institution:Korea Advanced Institute of Science and Technology (KAIST)  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4661  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 118  

Parallel Imaging based on k-x Domain Interpolation using Deep Neural Networks

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

Institution:Yonsei University  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4660  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 117  

Parallel Imaging in Time-of-Flight Magnetic Resonance Angiography Using Deep Multi-Stream Convolutional Neural Networks

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

Institution:Yonsei University  Yonsei University College of Medicine  Inje University College of Medicine  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4659  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 116  

Pseudo-Cartesian k-Space Interpolation Using Artificial Neural Networks

Author:Nikolai Mickevicius  Eric Paulson  Andrew Nencka  

Institution:Medical College of Wisconsin  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4657  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 114  

Reconstruction of high undersampling rate images using a cascade of convolutional neural networks

Author:Xi Chen  Shuo Chen  Rui Li  

Institution:Beijing Institute of Technology  Tsinghua University  Tsinghua University  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4667  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 124  

Semi-Supervised Learning for Reconstructing Under-Sampled MR Scans

Author:Feiyu Chen  Joseph Cheng  John Pauly  Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4649  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 106  

Signal Stability and Sensitivity of Referenceless Reconstructions by a Neural Network in Simultaneous Multi-Slice Imaging

Author:Klaus Eickel  Martin Blaimer  Matthias Günther  

Institution:Fraunhofer IIS  Fraunhofer MEVIS  University of Bremen  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4646  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 103  

Unpaired Super-Resolution GANs for MR Image Reconstruction

Author:Ke Lei  Morteza Mardani  Shreyas Vasawanala  John Pauly  

Institution:Stanford University  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4648  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 105  

Unsupervised Learning for Improved Fidelity Multi-contrast MRI

Author:Ke Wang  Frank Ong  Jonathan Tamir  Michael Lustig  

Institution:University of California, Berkeley  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4645  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 102  

W-net: A Hybrid Compressed Sensing MR Reconstruction Model

Author:Roberto Souza  Richard Frayne  

Institution:University of Calgary  Foothills Medical Centre  

Session Type:Digital Poster  

Session Date:Thursday, 16 May 2019  

Session Time:09:15  

Session Name:Machine Learning for Image Reconstruction: A New Frontier  

Program Number:4651  

Presentation Time:09:15   

Room Number:Exhibition Hall  

Computer Number:Computer 108