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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  

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  

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  

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