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Attention-Gated Convolutional Neural Networks for Off-Resonance Correction of Spiral Real-Time Magnetic Resonance Imaging

Author:Yongwan Lim  Shrikanth Narayanan  Krishna Nayak  

Institution:University of Southern California  

Session Type:Oral  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:1005  

Room Live Q&A Session:Wednesday Parallel 5  

CINENet: Deep learning-based 3D Cardiac CINE Reconstruction with multi-coil complex 4D Spatio-Temporal Convolutions

Author:Thomas Küstner  Niccolo Fuin  Kerstin Hammernik  Aurelien Bustin  Radhouene Neji  Daniel Rueckert  René Botnar  Claudia Prieto  

Institution:Imperial College London  King's College London  Siemens Healthcare Limited  

Session Type:Oral  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:1001  

Room Live Q&A Session:Wednesday Parallel 5  

Deep Learning for Robust Accelerated Dynamic MRI Reconstruction for Active Acquisition Pipelines

Author:Gavin Seegoolam  Anthony Price  Joseph Hajnal  Daniel Rueckert  

Institution:Imperial College London  Kings College London  

Session Type:Oral  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:1003  

Room Live Q&A Session:Wednesday Parallel 5  

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  

DYNAMIC MRI USING DEEP MANIFOLD SELF-LEARNING

Author:Abdul Haseeb Ahmed  Hemant Aggarwal  Prashant Nagpal  Mathews Jacob  

Institution:University of Iowa  

Session Type:Oral  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:1002  

Room Live Q&A Session:Wednesday Parallel 5  

Dynamic Real-time MRI with Deep Convolutional Recurrent Neural Networks and Non-Cartesian Fidelity

Author:Yufei Zhang  Zhijun Wang  Quan Chen  Shuo Li  Zekang Ding  Chenfei Shen  Xudong Chen  Kang Yan  Cong Zhang  Xiaodong Zhou  Yiping Du  Huajun She  

Institution:Institute for Medical Imaging Technology, School of Biomedical Engineering, Shanghai Jiao Tong University  United Imaging Healthcare  

Session Type:Oral  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:0999  

Room Live Q&A Session:Wednesday Parallel 5  

FITs-CNN: A Very Deep Cascaded Convolutional Neural Networks Using Folded Image Training Strategy for Abdominal MRI Reconstruction

Author:Satoshi Funayama  Tetsuya Wakayama  Hiroshi Onishi  Utaroh Motosugi  

Institution:GE Healthcare Japan  University of Yamanashi  

Session Type:Oral  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:1004  

Room Live Q&A Session:Wednesday Parallel 5  

Hands-On Deep Learning

Author:Peter Chang  

Institution:University of California, Irvine  

Session Type:Weekday Course  

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

Topic:Machine Learning for Image Reconstruction  

Session Name:Hands-On Deep Learning  

Program Number:

Room Live Q&A Session:Wednesday Parallel 5  

    Hands-On Deep Learning (Supporting Presenter)

    Author:Hemant Kumar Aggarwal  

    Institution:University of Iowa  

    Session Type:Weekday Course  

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

    Topic:Machine Learning for Image Reconstruction  

    Session Name:Hands-On Deep Learning  

    Program Number:

    Room Live Q&A Session:Wednesday Parallel 5  

      Hands-On Deep Learning (Supporting Presenter)

      Author:Chen Qin  

      Institution:Imperial College London  

      Session Type:Weekday Course  

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

      Topic:Machine Learning for Image Reconstruction  

      Session Name:Hands-On Deep Learning  

      Program Number:

      Room Live Q&A Session:Wednesday Parallel 5  

        Hands-On Deep Learning (Supporting Presenter)

        Author:Matthew Muckley  

        Institution:New York University School of Medicine  

        Session Type:Weekday Course  

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

        Topic:Machine Learning for Image Reconstruction  

        Session Name:Hands-On Deep Learning  

        Program Number:

        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  

          k-t SANTIS: Subspace Augmented Neural neTwork with Incoherent Sampling for dynamic image reconstruction

          Author:Fang Liu  Li Feng  

          Institution:Icahn School of Medicine at Mount Sinai  Massachusetts General Hospital, Harvard Medical School  University of Wisconsin-Madison  

          Session Type:Oral  

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

          Topic:Machine Learning for Image Reconstruction  

          Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

          Program Number:0998  

          Room Live Q&A Session:Wednesday Parallel 5  

          A Model-Based Variational Neural Network for Accelerated and Respiratory Motion-resolved 4D Cartesian Cardiac MRI

          Author:Niccolo Fuin  Thomas Kuestner  Gastao Cruz  Aurelien Bustin  René Botnar  Claudia Prieto  

          Institution:King's College London  Pontificia Universidad Católica de Chile  

          Session Type:Oral  

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

          Topic:Machine Learning for Image Reconstruction  

          Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

          Program Number:0997  

          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  

          Unrolled Physics-Based Deep Learning MRI Reconstruction with Dense Connections using Nesterov Acceleration

          Author:Seyed Amir Hossein Hosseini  Burhaneddin Yaman  Steen Moeller  Kamil Ugurbil  Mingyi Hong  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 Reconstruction of Dynamic Acquisitions  

          Program Number:1006  

          Room Live Q&A Session:Wednesday Parallel 5  

          An Unsupervised Deep Learning Method for Parallel MR Cardiac Imaging via Time Interleaved Sampling

          Author:Ziwen Ke  Yanjie Zhu  Jing Cheng  Leslie Ying  Xin Liu  Hairong Zheng  Dong Liang  

          Institution:Shenzhen Institutes of Advanced Technology,Chinese Academy of Sciences  The State University of New York  University of Chinese Academy of Sciences  

          Session Type:Oral  

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

          Topic:Machine Learning for Image Reconstruction  

          Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

          Program Number:1000  

          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