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Are deep learning MR reconstruction models robust against adversarial attacks?

Author:Taohui Xiao  Cheng Li  Haoyun Liang  Hairong Zheng  Shanshan Wang  

Institution:Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, Chinese Academy of Sciences, Shenzhen, P.R.China  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3641  

Room Live Q&A Session:

Assessment of the Generalization of Learned Unsupervised Deep Learning Method

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:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3630  

Room Live Q&A Session:

Attention Based Scale Recurrent Network for Under-Sampled MRI Reconstruction

Author:Gabriel della Maggiora  Alberto Di Biase  Carlos Castillo-Passi  Pablo Irarrazaval  

Institution:Millennium Nucleus for Cardiovascular Magnetic Resonance  Pontificia Universidad Católica de Chile  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3598  

Room Live Q&A Session:

Brain MR image super-resolution using regularized deep image prior

Author:Yue Hu  Peng Li  Dong Nan  

Institution:Harbin Institute of Technology  The First Affiliated Hospital of Harbin Medical 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 4  

Program Number:3643  

Room Live Q&A Session:

Calgary-Campinas raw k-space dataset: a benchmark for brain magnetic resonance image reconstruction

Author:Roberto Souza  M Lauzon  Marina Salluzzi  Letícia Rittner  Richard Frayne  

Institution:University of Calgary  University of Campinas  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3597  

Room Live Q&A Session:

Calibrationless SENSE Reconstruction with Deep Coil Sensitivity Learning

Author:Chengyan Wang  Yan Li  Jun Lv  BO LI  Fei Dai  Weibo CHEN  He Wang  

Institution:Fudan University  Philips Healthcare  Ruijin Hospital, Shanghai Jiao Tong University School of Medicine  The Third Affiliated Hospital of Nanchang University  Yantai 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 2  

Program Number:3610  

Room Live Q&A Session:

Deep Dixon: Deep learning-based chemical-shift corrected water-fat separation with only simulated training data

Author:Frank Zijlstra  Peter Seevinck  

Institution:UMC Utrecht  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3586  

Room Live Q&A Session:

Deep learning for undersampled spiral DENSE reconstruction

Author:Samuel Fielden  Eric Carruth  Christopher Nevius  Christopher Haggerty  Brandon Fornwalt  

Institution:Geisinger  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3632  

Room Live Q&A Session:

Deep Learning to Produce Realistic MR Images through Fréchet Inception Distance Monitoring

Author:Sunghun Seo  Seung Hong Choi  Sung-Hong Park  

Institution:Korea Advanced Institute of Science and Technology  Seoul National University College 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 2  

Program Number:3609  

Room Live Q&A Session:

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 learning-based referenceless distortion correction for single-shot non-Cartesian spatiotemporally encoded MRI

Author:Wei Wang  Jian Wu  Qinqin Yang  Jian Han  Congbo Cai  Shuhui Cai  Zhong Chen  

Institution:Xiamen 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 2  

Program Number:3600  

Room Live Q&A Session:

A deep network for reconstruction of undersampled fast-spin-echo MR images with suppressed fine-line artifact

Author:Sangtae Ahn  Anne Menini  Christopher Hardy  

Institution:GE Global Research  GE Healthcare  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3594  

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 Residual Grappa (DeepGrappa): A General Purpose Self-calibrated AI based MR Reconstruction

Author:Hui Xue  James Moon  Peter Kellman  

Institution:Barts Heart Centre, Barts Health NHS Trust  NHLBI, NIH  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3640  

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:

Deep-learning based motion correction for brain conductivity reconstruction

Author:Jan Hendrik Wuelbern  Ulrich Katscher  Karsten Sommer  Axel Saalbach  Jalal Andre  

Institution:Philips Research Europe  University of Washington  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3596  

Room Live Q&A Session:

A deep-learning based synthesized T2 weighted imaging with multi-modality information and k-space correction

Author:Qing Tang  Ye Li  Hangfei Liu  Tao Zhang  

Institution:High Field Magnetic Resonance Brain Imaging Laboratory of Sichuan  School of Life Science and Technology, University of Electronic Science and Technology of China  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 4  

Program Number:3638  

Room Live Q&A Session:

Deep-learning reconstruction for 3D Delayed Myocardial Enhancement

Author:Gaspar Delso  Suryanarayanan Kaushik  Graeme McKinnon  Daniel Lorenzatti  Julián Vega  Teresa Caralt  Adelina Doltra  José Ortiz-Pérez  Rosario Perea  Susanna Prat  Marta Sitges  Martin Janich  

Institution:GE Healthcare  Hospital Clínic de Barcelona  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3631  

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:

A direct MR image reconstruction from k-space via End-To-End reconstruction network using recurrent neural network (ETER-net)

Author:Changheun Oh  Yeji Han  HyunWook Park  

Institution:Gachon University  Korea Advanced Institute of Science and Technology  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3593  

Room Live Q&A Session:

Efficient Phase-varied Image Reconstruction using Single Deep Convolutional Neural Network without Estimation of Phase Distribution.

Author:Shohei OUCHI  Satoshi ITO  

Institution:Utsunomiya 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 2  

Program Number:3608  

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:

Exploiting Coarse-Scale Image Features for Transfer Learning in Accelerated Magnetic Resonance Imaging

Author:Ukash Nakarmi  Joseph Cheng  Edgar Rios  Morteza Mardani  John Pauly  Shreyas Vasanawala  

Institution:Stanford 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 1  

Program Number:3595  

Room Live Q&A Session:

A Further Analysis of Deep Instability in Image Reconstruction

Author:Yue Guan  Yudu Li  Yao Li  Yiping Du  Zhi-Pei Liang  

Institution:Shanghai Jiao Tong University  University of Illinois at Urbana-Champaign  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3592  

Room Live Q&A Session:

Hybrid Deep Neural Network Architectures for Multi-Coil MR Image Reconstruction

Author:Salman Ul Hassan Dar  Mahmut Yurt  Muzaffer Özbey  Tolga Çukur  

Institution:Department of Electrical and Electronics Engineering, Bilkent University  Bilkent University  National Magnetic Resonance Research Center (UMRAM), Bilkent University  Neuroscience Program, Aysel Sabuncu Brain Research Center, Bilkent 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 1  

Program Number:3591  

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:

Image Reconstruction Using Generative Adversarial Networks with MR-Specific Feature Map

Author:Ruiying Liu  Hongyu Li  Dong Liang  Xiaojuan Li  Chaoyi Zhang  Peizhou Zhou  Leslie Ying  Xiaoliang Zhang  

Institution:Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, CAS,  Program of Advanced Musculoskeletal Imaging (PAMI), Cleveland Clinic  The 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 4  

Program Number:3637  

Room Live Q&A Session:

Impact of machine learning in iterative motion corrected reconstructions

Author:Rita Nunes  Santiago Sanz-Estébanez  Joseph Hajnal  Lucilio Cordero-Grande  Carlos Alberola-López  

Institution:Centre for the Developing Brain and Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King’s College London,London U.K  ISR-Lisbon/LARSyS and Department of Bioengineering, Instituto Superior Técnico – 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 4  

Program Number:3629  

Room Live Q&A Session:

An Information Theoretical Framework for Machine Learning Based MR Image Reconstruction

Author:Yudu Li  Yue Guan  Ziyu Meng  Fanyang Yu  Rong Guo  Yibo Zhao  Tianyao Wang  Yao Li  Zhi-Pei Liang  

Institution:Shanghai Jiao Tong University  The Fifth People's Hospital of Shanghai  University of Illinois at Urbana-Champaign  Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 2  

Program Number:3612  

Room Live Q&A Session:

ISTA-nets: enhancing the performance of the unrolled deep networks for fast MR imaging

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

Institution:Nanchang University  Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  University at Buffalo, The State University of New York, 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 2  

Program Number:3606  

Room Live Q&A Session:

Joint Optimization of Sampling Patterns and Deep Priors for Improved Parallel MRI

Author:Hemant Kumar Aggarwal  Mathews Jacob  

Institution:University of Iowa  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3587  

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:

Learning reconstruction without ground-truth data: an unsupervised way for fast MR imaging

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

Institution:Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  University at Buffalo, The State University of New York, 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 4  

Program Number:3634  

Room Live Q&A Session:

Learning-based Optimization of the Under-sampling PattErn with Straight-Through Estimator (LOUPE-ST) for Fast MRI

Author:Jinwei Zhang  Hang Zhang  Cagla Bahadir  Alan Wang  Mert Sabuncu  Pascal Spincemaille  Thanh Nguyen  Yi Wang  

Institution:Cornell University  Siemens Healthineers  Weill Cornell 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 4  

Program Number:3635  

Room Live Q&A Session:

Locally and Globally Concatenated Network for MR Image Reconstruction

Author:Zechen Zhou  Christophe Schülke  Chun Yuan  Peter Börnert  

Institution:Philips Research Hamburg  Philips Research North America  University of Washington  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3636  

Room Live Q&A Session:

Model-augmented deep learning for VFA-T1 mapping

Author:Lea Bogensperger  Oliver Maier  Rudolf Stollberger  

Institution:Graz University of Technology  Biotechmed  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 2  

Program Number:3614  

Room Live Q&A Session:

Model-Free Deep MRI Reconstruction: A Robustness Study

Author:Gopal Nataraj  Ricardo Otazo  

Institution:Memorial Sloan Kettering Cancer Center  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3590  

Room Live Q&A Session:

Multi-contrast MR imaging with enhanced denoising autoencoder prior network learning

Author:Xiangshun Liu  Minghui Zhang  Qiegen Liu  Leslie Ying  Xin Liu  Hairong Zheng  Shanshan Wang  

Institution:Department of Biomedical Engineering and Electrical Engineering, The State University of New York, Buffalo  Nanchang University  Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, Chinese Academy of Sciences  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 2  

Program Number:3602  

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:

ODE-based Deep Network for MRI Reconstruction

Author:Ali Pour Yazdanpanah  Onur Afacan  Simon Warfield  

Institution:Harvard Medical School  Boston Children's Hospital  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 2  

Program Number:3603  

Room Live Q&A Session:

Parallel Imaging with a Combination of SENSE and Generative Adversarial Networks (GAN)

Author:Jun Lyu  Peng Wang  Chengyan Wang  

Institution:Fudan University  Yantai 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 2  

Program Number:3611  

Room Live Q&A Session:

A Parameter-free Plug-and-Play Method for Accelerated MRI Reconstruction

Author:Sizhuo Liu  Ning Jin  Philip Schniter  Rizwan Ahmad  

Institution:Ohio State University  Siemens Medical Solutions 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 2  

Program Number:3607  

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:

Plug-and-Play Deep Learning Module for Faster Parallel MR Imaging

Author:Kamlesh Pawar  Gary Egan  Zhaolin Chen  

Institution:Monash 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 4  

Program Number:3642  

Room Live Q&A Session:

Quantitative and Volumetric Assessment of a Deep Cascade Network for MR Reconstruction Under Different Acceleration Factors

Author:Wallace Loos  Roberto Souza  Mariana Bento  Robert Lebel  Richard Frayne  

Institution:General Electric Healthcare  University of Calgary  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3639  

Room Live Q&A Session:

Quantitative characterization of image reconstruction training dataset complexity with Rademacher Complexity measures

Author:Bo Zhu  Neha Koonjoo  Bragi Sveinsson  Matthew Rosen  

Institution:A.A Martinos Center for Biomedical Imaging/MGH  Harvard Medical School  Harvard 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 2  

Program Number:3604  

Room Live Q&A Session:

Rapid Region-of-Interest MRI Reconstruction Using Context-Aware Non-Local U-Net

Author:Xinwen Liu  Jing Wang  Fangfang Tang  Hongfu Sun  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 2  

Program Number:3601  

Room Live Q&A Session:

Real-Time Cardiac Cine MRI with Residual Convolutional Recurrent Neural Network

Author:Eric Chen  Xiao Chen  Jingyuan Lv  Yuan Zheng  Terrence Chen  Jian Xu  Shanhui Sun  

Institution:UIH America, Inc.  United Imaging Intelligence  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3588  

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: