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Accelerated EPI DWI using a Deep-learning-based Reconstruction.

Author:Yuhsuan Wu  Erpeng Dai  Chun Yuan  Hua Guo  

Author Institution:Tsinghua University  University of Washington  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2789  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Auto-calibrated Parallel Imaging Reconstruction using Fully Connected Recurrent Neural Networks

Author:Tianle Cao  Jiahao Lin  Kyunghyun Sung  

Author Institution:Tsinghua University  University of California, Los Angeles  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2784  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

AUTOMAP Image Reconstruction of Low Signal-to-Noise MR Data at 6.5 mT

Author:Neha Koonjoo  Bo Zhu  Matthew Rosen  

Author Institution:Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2801  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Complex-valued residual network learning for parallel MR imaging

Author:Shanshan Wang  Huitao Cheng  Ziwen Ke  Leslie Ying  Xin Liu  Hairong Zheng  Dong Liang  

Author Institution:SIAT, Chinese Academy of Sciences  The State University of New York  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2781  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Convolutional neural network segmentation of skeletal muscle NMR images

Author:Eduard Snezhko  Noura Azzabou  Pierre-Yves Baudin  Pierre Carlier  

Author Institution:Consultants for Research in Imaging and Spectroscopy  Institute of Myology  United Institute of Informatics Problems  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2800  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Data-Driven Image Contrast Synthesis from Efficient Mixed-Contrast Sequences

Author:Jonathan Tamir  Valentina Taviani  Shreyas Vasanawala  Michael Lustig  

Author Institution:GE Healthcare  Stanford University  University of California, Berkeley  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2793  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep Learning for Magnetic Resonance Fingerprinting: Accelerating the Reconstruction of Quantitative Relaxation Maps

Author:Elisabeth Hoppe  Gregor Körzdörfer  Mathias Nittka  Tobias Würfl  Jens Wetzl  Felix Lugauer  Manuel Schneider  Josef Pfeuffer  Andreas Maier  

Author Institution:Pattern Recognition Lab, Department of Computer Science, Friedrich-Alexander-Universität Erlangen-Nürnberg  Siemens Healthcare, Application Development  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2791  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep Learning Reconstruction for Tailored Magnetic Resonance Fingerprinting

Author:Amaresha Konar  Vineet Bhombore  Imam Shaik  Seema Bhat  Rajagopalan Sundaresan  Sachin Jambawalikar  Ramesh Venkatesan  Sairam Geethanath  

Author Institution:Columbia University  Dayananda Sagar Institutions  GE Healthcare  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2790  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep Sinogram Learning for Radial MRI: Comparison with k-space and Image Learning

Author:Taeseong Kim  Taejoon Eo  Doohyun Park  Yohan Jun  Dosik Hwang  

Author Institution:Yonsei University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2799  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep Generative Adversarial Networks for High Resolution fMRI using Variable Density Spiral Sampling

Author:Tianle Cao  Xuesong Li  Yan Tong  Hua Guo  

Author Institution:Tsinghua University  University of Oxford  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2783  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Deep-learned STIR imaging via Deep Learning with multi-contrast MRI

Author:Hanbyol Jang  Jinseong Jang  Kihun Bang  Dosik Hwang  

Author Institution:Yonsei University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2806  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

FLAIR MR Image Synthesis By Using 3D Fully Convolutional Networks for Multiple Sclerosis

Author:Wen Wei  Emilie Poirion  Benedetta Bodini  Stanley Durrleman  Olivier Colliot  Bruno Stankoff  Nicholas Ayache  

Author Institution:Asclepios project-team, Inria  Sorbonne Universités, UPMC Univ Paris 06, Inserm, CNRS, Institut du cerveau et la moelle (ICM), AP-HP-Hôpital Pitié-Salpêtrière  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2785  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Improved Synthetic MRI from Multi-echo MRI Using Deep Learning

Author:Enhao Gong  Suchandrima Banerjee  John Pauly  Greg Zaharchuk  

Author Institution:GE Healthcare  Stanford University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2795  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Integrating Spatial and Temporal Correlations into a Deep Neural Network for Low-delay Reconstruction of Highly Undersampled Radial Dynamic Images

Author:Hidenori Takeshima  

Author Institution:Toshiba Medical Systems Corporation  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2796  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Investigation of convolutional neural network based deep learning for cardiac imaging

Author:Shanshan Wang  Ziwen Ke  Huitao Cheng  Leslie Ying  Xin Liu  Hairong Zheng  Dong Liang  

Author Institution:SIAT, Chinese Academy of Sciences  The State University of New York, Buffalo  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2786  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Iterative Cross-Domain Deep-Learning Approach for Reconstructing Undersampled Radial MRI

Author:Doohyun Park  Taejoon Eo  Taeseong Kim  Jinseong Jang  Dosik Hwang  

Author Institution:Yonsei University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2798  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Learning multichannel coil combination with Automated Transform by Manifold Approximation (AUTOMAP) using complex-valued neural networks

Author:Bo Zhu  Stephen Cauley  Bruce Rosen  Matthew Rosen  

Author Institution:Massachusetts General Hospital, Harvard Medical School  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2788  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Machine Learning Using the BART Toolbox - Implementation of a Deep Convolutional Neural Network for Denoising

Author:Martin Uecker  

Author Institution:University Medical Center Göttingen  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2802  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

MR Image Super-resolution Reconstruction Via Enhanced Recursive Residual Network

Author:Ye Fuze  Lijun Bao  

Author Institution:Xiamen University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2803  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Multivariate pattern analysis of multi-band MRI k-space

Author:Scott Peltier  Krisanne Litinas  Anne Gu  Jonathan Lisinski  Stephen LaConte  

Author Institution:University of Michigan  Virginia Tech  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2807  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

A Neural Network for Referenceless Reconstruction in Simultaneous Multi-Slice Imaging

Author:Klaus Eickel  Matthias Günther  

Author Institution:Fraunhofer MEVIS  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2782  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Noise Level Adaptive Deep Convolutional Neural Network for Image Denoising

Author:Kenzo Isogawa  Takashi Ida  Taichiro Shiodera  Tomoyuki Takeguchi  Yuichi Yamashita  Hiroshi Takai  

Author Institution:Toshiba corporation  Toshiba Medical Systems Corporation  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2797  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Real-time cardiac cine using supervised machine learning and compressed sensing with radial trajectory

Author:Jingyuan Lyu  Yu Ding  Qi Liu  Jian Xu  

Author Institution:UIH America.  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2805  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Reconstruction in deep learning of highly under-sampled T2-weighted image with T1- weighted image

Author:Lei Xiang  Weitang Chang  Yong Chen  Weili Lin  Qian Wang  Dinggang Shen  

Author Institution:Shanghai Jiao Tong university  University of North Carolina at Chapel Hill  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2804  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Synthetic CT Generation using MRI with Deep Learning: How does the selection of input images affect the resulting synthetic CT?

Author:Andrew Leynes  Peder Larson  

Author Institution:University of California San Francisco  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2787  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Synthetic FLAIR image from multi-echo GRE using U-Net

Author:Jiyong Park  Kanghyun Ryu  Yoonho Nam  Jaewook Shin  Jaeho Lee  Dong-Hyun Kim  

Author Institution:School of Electrical and & Electronic Engineering, Yonsei University  Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2794  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number:

Tailored Magnetic Resonance Fingerprinting: optimizing acquisition schedule and intelligent reconstruction using a block approach

Author:Imam Shaik  Amaresha Konar  Vineet Bhombore  Rajagopalan Sundaresan  Shivaprasad Chikop  Gul Moonis  Prachi Dubey  Sachin Jambawalikar  Ramesh Venkatesan  Sairam Geethanath  

Author Institution:Columbia University Medical Center  Dayananda Sagar Institutions  Wipro GE healthcare  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Learning Image Reconstruction  

Program Number:2792  

Presentation Time:

Room Number:Exhibition Hall 2781-2807  

Computer Number: