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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 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 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:

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:

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:

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:

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:

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:

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:

Super-resolution MRI using deep convolutional neural network for adaptive MR-guided radiotherapy: a pilot study

Author:Yihang Zhou  Hongyu Li  Jing Yuan  Leslie Ying  Kin Yin Cheung  Siu Ki Yu  

Institution:Hong Kong Sanatorium & Hospital  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 2  

Program Number:3613  

Room Live Q&A Session:

Unsupervised Reconstruction of Continuous Dynamic Radial Acquisitions via CNN-NUFFT Self-Consistency

Author:Matthew Muckley*  Tullie Murrell*  Suvrat Booshan  Hersh Chandarana  Florian Knoll  Daniel Sodickson  

Institution:Facebook AI Research  NYU 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 2  

Program Number:3605  

Room Live Q&A Session: