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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:

Connecting Histology and MRI using Deep Learning

Author:Zifei Liang  Choong Lee  Tanzil Arefin  Piotr Walczak  Song-Hai Shi  Florian Knoll  Yulin Ge  Leslie Ying  Jiangyang Zhang  

Institution:Memorial Sloan Kettering Cancer Center  NYU Langone Health  University at Buffalo  University of Maryland School of Medicine  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1291  

Room Live Q&A Session:Thursday Parallel 2  

Deep Learning MR Relaxometry with Joint Spatial-Temporal Under-sampling

Author:Hongyu Li  Mingrui Yang  Jeehun Kim  Ruiying Liu  Chaoyi Zhang  Peizhou Huang  Sunil Gaire  Dong Liang  Xiaojuan Li  Leslie Ying  

Institution:Cleveland Clinic  Medical AI research center, SIAT, CAS  The State University of New York at Buffalo  

Session Type:Combined Educational & Scientific Session  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in MSK  

Program Number:0253  

Room Live Q&A Session:Monday Parallel 4  

Highly accelerated T1? imaging with Kernel-based low-rank compressed sensing: evaluation of retrospective and prospective undersampling

Author:Jeehun Kim  Chaoyi Zhang  Mingrui Yang  Hongyu Li  Mei Li  Richard Lartey  Leslie Ying  Xiaojuan Li  

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

Session Type:Digital Poster  

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

Topic:Novel Acquisition, Reconstruction, and Analysis  

Session Name:Novel Acquisitions & Reconstructions: Sparse & Low-Rank  

Program Number:3452  

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:

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 3D parameter mapping and motion correction using a kernel low rank method with offline training

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

Institution:Program of Advanced Musculoskeletal Imaging (PAMI)  Shenzhen Institutes of Advanced Technology  University at Buffalo, SUNY  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Tuesday, 11 August 2020  

Topic:System Imperfections, Artifacts, and More  

Session Name:Machine Learning: Artifact Correction, Quantification & Reconstruction  

Program Number:0679  

Room Live Q&A Session:Tuesday Parallel 3  

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:

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:

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:

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:

Ultra-Fast Simultaneous T1rho and T2 Mapping Using Deep Learning

Author:Hongyu Li  Mingrui Yang  Jeehun Kim  Ruiying Liu  Chaoyi Zhang  Peizhou Huang  Sunil Gaire  Dong Liang  Xiaojuan Li  Leslie Ying  

Institution:Cleveland Clinic  Medical AI research center, SIAT, CAS  The State University of New York at Buffalo  

Session Type:Digital Poster  

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

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Musculoskeletal Emerging Methods/Machine Learning 2  

Program Number:2669  

Room Live Q&A Session:

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  

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:

VIOLIN: improVIng mOdel-based deep learning reconstruction by reLaxing varIable combiNations

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:Novel Acquisition, Reconstruction, and Analysis  

Session Name:Acquisition, Reconstruction & Analysis 2  

Program Number:3501  

Room Live Q&A Session:

Wave-CAIPI Highly Accelerated Whole-Brain Intracranial Vessel Wall Imaging

Author:Zhilang Qiu  Sen Jia  Shi Su  Yanjie Zhu  Xin Liu  Hairong Zheng  Leslie Ying  Haifeng Wang  Dong Liang  

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

Session Type:Digital Poster  

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

Topic:Cardiovascular Applications  

Session Name:CMR: Atherosclerosis Imaging  

Program Number:2133  

Room Live Q&A Session: