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Artificial neural networks for stiffness estimation in magnetic resonance elastography

Author:Matthew Murphy  Armando Manduca  Joshua Trzasko  Kevin Glaser  John Huston  Richard Ehman  

Author Institution:Mayo Clinic  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0440  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

AUTOmated pulse SEQuence generation (AUTOSEQ) using Bayesian reinforcement learning in an MRI physics simulation environment

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

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

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0438  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Automatic Assessment of MR Image Quality with Deep Learning

Author:Jifan Li  Shuo Chen  Qiang Zhang  Huiyu Qiao  Xihai Zhao  Chun Yuan  Rui Li  

Author Institution:Tsinghua University  University of Washington  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0431  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Automatic detection of cerebral microbleeds using Susceptibility-Weighted Imaging and a 3D deep residual network

Author:Yicheng Chen  Melanie Morrison  Javier Villanueva-Meyer  Janine Lupo  

Author Institution:University of California, San Francisco  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0432  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Deep learning diffusion fingerprinting to detect brain tumour response to chemotherapy

Author:Thomas Roberts  Ben Hipwell  Giulia Agliardi  Valerie Taylor  Mark Lythgoe  Simon Walker-Samuel  

Author Institution:University College London  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0433  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Deep Learning Method for Non-Cartesian Off-resonance Artifact Correction

Author:David Zeng  Jamil Shaikh  Dwight Nishimura  Shreyas Vasanawala  Joseph Cheng  

Author Institution:Stanford University  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0428  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Direct and Fast Learning of Fiber Orientation Distribution Function for Tractography

Author:Ting Gong  Hongjian He  Zhichao Lin  Zhiwei Li  Qiqi Tong  Yi Sun  Feng Yu  Jianhui Zhong  

Author Institution:MR Collaboration NE Asia, Siemens Healthcare  Zhejiang University  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0435  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Dynamic Causal Modelling with neuron firing model in Generalized Recurrent Neural Network framework

Author:Yuan Wang  Yao Wang  Yvonne Lui  

Author Institution:New York University  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0437  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Gibbs-Ringing Artifact Reduction in MRI via Machine Learning Using Convolutional Neural Network

Author:Qianqian Zhang  Guohui Ruan  Wei Yang  Kaixuan Zhao  Ed X. Wu  Yanqiu Feng  

Author Institution:Guangdong Provincial Key Laboratory of Medical Image Processing, School of Biomedical Engineering, Southern Medical University  Laboratory of Biomedical Imaging and Signal Processing, The University of Hong Kong  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0429  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Machine learning based estimation of axonal permeability: validation on cuprizone treated in-vivo mouse model of axonal demyelination

Author:Marco Palombo  Ioana Hill  Mathieu Santin  Francesca Branzoli  Anne-Charlotte Philippe  Demian Wassermann  Marie-Stephane Aigrot  Bruno Stankoff  Hui Zhang  Stephane Lehericy  Alexandra Petiet  Daniel Alexander  Ivana Drobnjak  

Author Institution:ICM  Institut du Cerveau et de la Moelle épinière,  Université Côte d'Azur  University College London  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0434  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

MLS: Self-learned joint manifold geometry and sparsity aware framework for highly accelerated cardiac cine imaging

Author:Ukash Nakarmi  Konstantinos Slavakis  Hongyu Li  Chaoyi Zhang  Peizhou Huang  Sunil Gaire  Leslie Ying  

Author Institution:University at Buffalo  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0441  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

MoDL: Model Based Deep Learning Architecture for Image Recovery with Prior Information.

Author:Hemant Kumar Aggarwal  Merry Mani  Mathews Jacob  

Author Institution:University of Iowa  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0442  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Predict the slow oscillation of the single-vessel resting-state fMRI signal of rats and humans with echo state networks

Author:Filip Sobczak  Yi He  Xin Yu  

Author Institution:MPI for Biological Cybernetics  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0436  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Simultaneous detection and identification of MR artifact types in whole-body imaging

Author:Thomas Kuestner  Ke Liu  Annika Liebgott  Lukas Mauch  Petros Martirosian  Fabian Bamberg  Konstantin Nikolaou  Bin Yang  Fritz Schick  Sergios Gatidis  

Author Institution:University Hospital of Tuebingen  University of Stuttgart  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0430  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Towards a fully Automated Time-context Sensitive Convolutional Neural Network for Common Carotid Artery Lumen Segmentation on Dynamic MRI

Author:Roberto Souza  Mariana Bento  Lívia Rodrigues  Letícia Rittner  Roberto Lotufo  Richard Frayne  

Author Institution:Medical Image Computing Lab  Seaman Family Magnetic Resonance Research Centre  

Session Type:Power Pitch  

Session Date:Tuesday, 19 June 2018  

Session Time:13:45  

Session:Pitch: Machine Learning Unleashed  

Program Number:0439  

Presentation Time:13:45  

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number: