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Deep Learning-Based Adaptive Noise Reduction for Improving Image Quality of 1.5T MR Images

Author:Shigeru Kiryu  Yasutaka Sugano  Tomoyuki Ohta  Kuni Ohtomo  

Institution:Canon Medical Systems Corporation  International University of Health and Welfare  International University of Health and Welfare Hospital  International University of Health, School of Medicine  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3624  

Room Live Q&A Session:

Deep Network Interpolation for Accelerated Parallel MR Image Reconstruction

Author:Chen Qin  Jo Schlemper  Kerstin Hammernik  Jinming Duan  Ronald Summers  Daniel Rueckert  

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

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3616  

Room Live Q&A Session:

Deep Simultaneous Optimization of Sampling and Reconstruction for Multi-contrast MRI

Author:Xinwen Liu  Jing Wang  Fangfang Tang  Shekhar Chandra  Feng Liu  Stuart Crozier  

Institution:The University of Queensland  Griffith University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3619  

Room Live Q&A Session:

Derivation of quantitative T1 map from a single MR image using a self-attention deep neural network

Author:Yan Wu  Yajun Ma  Jiang Du  Lei Xing  

Institution:Stanford University  University of California San Diego  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3628  

Room Live Q&A Session:

End-to-End Deep Learning Reconstruction for Ultra-Short MRF

Author:Mingdong Fan  Brendan Eck  Nicole Seiberlich  Michael Martens  Robert Brown  

Institution:Case Western Reserve University  Cleveland Clinic  University of Michigan, Ann Arbor  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3622  

Room Live Q&A Session:

A Hybrid SENSE Reconstruction Combined with Deep Convolution Neural Network

Author:Hangfei Liu  Jingjing Li  Qing Tang  Tao Zhang  

Institution:School of Life Science and Technology, University of Electronic Science and Technology of China  High Field Magnetic Resonance Brain Imaging Laboratory of Sichuan  Key Laboratory for Neuro Information, Ministry of Education  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3620  

Room Live Q&A Session:

k-t CNN for Modeling Spatio-temporal Mappings and an Application to Reconstruction of k-space Data with Stack-of-spirals Trajectory

Author:Hidenori Takeshima  Hideaki Kutsuna  

Institution:Canon Medical Systems Corporation  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3623  

Room Live Q&A Session:

Multi-objective Deep Learning for Joint Estimation and Detection Tasks in MRI

Author:Zhiyang Fu  Maria Altbach  Diego Martin  Ali Bilgin  

Institution:University of Arizona  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3618  

Room Live Q&A Session:

Partial Fourier MRI Reconstruction Using Convolutional Neural Networks

Author:Peibei Cao  Linfang Xiao  Yilong Liu  Yujiao Zhao  Yanqiu Feng  Alex T Leong  Ed X Wu  

Institution:Southern Medical University  The University of Hong Kong  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3627  

Room Live Q&A Session:

Reconstructing non-Cartesian acquisitions using dAUTOMAP

Author:Maarten Terpstra  Federico D'Agata  Bjorn Stemkens  Jan Lagendijk  Cornelis van den Berg  Rob Tijssen  

Institution:University Medical Center Utrecht  University of Turin  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3621  

Room Live Q&A Session:

A Recurrent Neural Network (RNN) based reconstruction of extremely undersampled neuro-interventional MRI

Author:Ruiyang Zhao  Tao Wang  Kang Yan  Chengcheng Zhang  Zhipei Liang  Yiping Du  Dianyou Li  Bomin Sun  Yuan Feng  

Institution:Beckman Institute for Advanced Science & Technology, University of Illinois at Urbana-Champaign  Functional Neurosurgery,Ruijin Hospital Affiliated to Shanghai Jiao Tong University  Institute for Medical Imaging Technology, Shanghai Jiao Tong University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3626  

Room Live Q&A Session:

Relax-ADMM-Net: A Relaxed ADMM Network for Compressed Sensing MRI

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

Institution:Nanchang University  Shenzhen Institutes of Advanced Technology  University at Buffalo,the State University of New York  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3615  

Room Live Q&A Session:

Simultaneous Brain Anatomical and Arterial Imaging by 3T MRI: Reconstruction Based on a Generative Adversarial Network

Author:Wei Yu  Lixin Wang  Xianchang Zhang  Zhentao Zuo  Rong Xue  Tianyi Qian  

Institution:MR Collaboration, Siemens Healthcare  Sinovation Ventures AI Institute  State Key Laboratory of Brain and Cognitive Science, Beijing MRI Center for Brain Research, Institute of Biophysics, Chinese Academy of Sciences  QuantMind  University of Chinese Acad  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3625  

Room Live Q&A Session:

Unsupervised Deep Learning Reconstruction Using the MR Imaging Model

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

Institution:Cleveland Clinic  SIAT, CAS  State University of New York at Buffalo  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3617  

Room Live Q&A Session: