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A Variational Neural Network for Accelerating Free-breathing Whole-Heart Coronary MR Angiography

Author:Niccolo Fuin  Aurelien Bustin  Thomas Kuestner  René Botnar  Claudia Prieto  

Institution:King's College London  King's College London  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0478  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 29  

Application of a k-Space Interpolating Artificial Neural Network to In-Plane Accelerated Simultaneous Multislice Imaging for Motion Monitoring

Author:Nikolai Mickevicius  Eric Paulson  Andrew Nencka  

Institution:Medical College of Wisconsin  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0471  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 22  

AUTOmated pulse SEQuence generation (AUTOSEQ) for MR spatial encoding in unknown inhomogeneous B0 fields

Author:Bo Zhu  Jeremiah Liu  Neha Koonjoo  Bruce Rosen  Matthew Rosen  

Institution:Harvard University  MGH Martinos Center for Biomedical Imaging  Harvard Medical School  Harvard Medical School  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0477  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 28  

Deep learning without ground truth: an unsupervised method for MR image denoising and super-resolution

Author:Xue Feng  Craig Meyer  

Institution:University of Virginia  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0472  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 23  

Exploring Complex-Valued Neural Networks with Trainable Activation Functions for Magnetic Resonance Imaging

Author:Guillaume Daval-Frerot  Xiao Chen  Simon Arberet  Boris Mailhé  Peter Speier  Mathias Nittka  Heiko Meyer  Mariappan Nadar  

Institution:Siemens Healthcare GmbH  Siemens Healthcare GmbH  Siemens Healthineers  EPITA  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0469  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 20  

Fast Acquisition and Low-delay Reconstruction of Stack-of-stars Trajectory Using Temporal Multiresolution Images and a Convolutional Neural Network

Author:Hidenori Takeshima  Hideaki Kutsuna  

Institution:Canon Medical Systems Corporation  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0467  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 18  

Generation of globally consistent non-confidential MRI data using deep generative adversarial networks

Author:Karim Armanious  Mario Döbler  Bin Yang  Sergios Gatidis  

Institution:University Hospital Tübingen  University of Stuttgart  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0466  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 17  

Integrating Imaging Prior Knowledge in Deep Convolutional Network - A Novel Approach of Cranial Pseudo-CT Generation

Author:Max W.K. Law  Gladys Lo  Yihang Zhou  Jing Yuan  Oilei Wong  S.K. Yu  

Institution:Hong Kong Sanatorium & Hospital, Hong Kong  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0468  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 19  

Learning Perceptual Neural Proximals for Robust MRI Recovery

Author:Morteza Mardani  David Donoho  John Pauly  Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0470  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 21  

Leveraging conditional GANs with adaptive loss balancing for MRI sparse reconstruction.

Author:Itzik Malkiel  Sangtae Ahn  Valentina Taviani  Anne Menini  Zachary Slavens  Christopher Hardy  

Institution:GE Global Research  Ge Healthcare  GE Healthcare  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0474  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 25  

Multi-Shot Diffusion MRI using Deep MUSSELS

Author:Hemant K. Aggarwal  Merry P. Mani  Mathews Jacob  

Institution:University of Iowa  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0476  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 27  

NoiseFlow: Deep Learning using Noise-Driven Training

Author:Joseph Cheng  David Zeng  John Pauly  Shreyas Vasanawala  Bob Hu  

Institution:Stanford University  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0479  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 30  

Reconstructing Lesions not seen during training using a Recurrent Inference Machine

Author:Bob Hoek  Kai Lønning  Hanneke Hulst  Frans Vos  Matthan Caan  

Institution:Academic Medical Center  Delft University of Technology  Netherlands Cancer Institute  VU University Medical Center  Spinoza Centre for Neuroimaging  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0475  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 26  

Reconstruction of multi-shot diffusion-weighted MRI using unrolled network with U-nets as priors

Author:Yuxin Hu  Xinwei Shi  Qiyuan Tian  Hengkai Guo  Minda Deng  Miao Yu  Catherine Moran  Grant Yang  Jennifer McNab  Bruce Daniel  Brian Hargreaves  

Institution:ByteDance AI Lab  Harvard Medical School  Harvard Medical School  Stanford University  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0465  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 16  

Using deep reinforcement learning to actively, adaptively and autonomously control a simulated MRI scanner

Author:Simon Walker-Samuel  

Institution:University College London  

Session Type:Power Pitch Poster  

Session Date:Tuesday, 14 May 2019  

Session Time:14:30  

Session Name:Poster: Machine Learning Unleashed 1  

Program Number:0473  

Presentation Time:14:30   

Room Number:Power Pitch Theater B - Exhibition Hall  

Computer Number:Plasma 24