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A generalized deep learning framework for multi-landmark intelligent slice placement using standard tri-planar 2D localizers

Author:Dattesh Shanbhag  Chitresh Bhushan  Andre Maximo  Arathi Sreekumari  Dan Rettmann  Dawei Gui  Anja Kammeier  Uday Patil  Rakesh Mullick  Teck Beng Desmond Yeo  Thomas Foo  

Institution:GE Global Research  Ge Healthcare  GE Healthcare  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0670  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Accelerating Acquisition for the Reconstruction of Fiber Orientation Distribution Function Using Convolutional Neural Network

Author:Ting Gong  Hongjian He  Zhichao Lin  Zhiwei Li  Feng Yu  Jianhui Zhong  

Institution:Center for Brain Imaging Science and Technology, Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrumental Science, Zhejiang University  Department of Instrument Science & Technology, Zhejiang University  Department of Imaging Sciences, University of Rochester  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0679  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Automated whole-body adipose tissue segmentation in T1-weighted fast spin echo imaging in a cohort of subjects at increased risk for type 2 diabetes

Author:Thomas Kuestner  Martin Schwartz  Yipin Zhu  Petros Martirosian  Bin Yang  Sergios Gatidis  Jürgen Machann  Fritz Schick  

Institution:King's College London  King's College London  University Hospital Tübingen  University of Stuttgart  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0667  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Automatic Detection of Cerebral Microbleeds using Susceptibility Weighted Imaging and Deep Learning

Author:Saifeng Liu  David Utriainen  Chao Chai  Yongsheng Chen  Lin Wang  E. Mark Haacke  

Institution:The MRI Institute for Biomedical Research  Tianjin First Central Hospital  Magnetic Resonance Innovations  Wayne State University  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0676  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Calibrationless Deblurring of Spiral RT-MRI of Speech Production Using Convolutional Neural Networks

Author:Yongwan Lim  Yannick Bliesener  Shrikanth Narayanan  Krishna Nayak  

Institution:University of Southern California  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0673  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Deriving Brain Myelin Water Fraction Maps from Relaxometry: a Data-Driven Approach

Author:Gian Franco Piredda  Tom Hilbert  Jonas Richiardi  Erick J. Canales-Rodríguez  Marco Pizzolato  Reto Meuli  Jean-Philippe Thiran  Tobias Kober  

Institution:Centre Hospitalier Universitaire Vaudois (CHUV)  École Polytechnique Fédérale de Lausanne (EPFL)  Siemens Healthcare AG  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0668  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Generalization and Analysis of a Deep Convolutional Neural Networks (DCNN)-Based Cerebral Microbleed Detection Algorithm

Author:Yicheng Chen  Melanie Morrison  Sivakami Avadiappan  Angela Jakary  Helen Kim  Janine Lupo  

Institution:The UC Berkeley - UCSF Graduate Program in Bioengineering  University of California, San Francisco  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0671  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

High resolution imaging of the arterial and venous vasculature in deep gray matter

Author:Hendrik Mattern  Julio Acosta-Cabronero  Oliver Speck  

Institution:Otto-von-Guericke-University  Otto-von-Guericke-University  Wellcome Centre for Human Neuroimaging  German Center for Neurodegenerative Disease  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  Leibniz Institute for Neurobiology  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0675  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

How to Generalize a Deep Learning Model to New Data Lacking Appropriate MR Inputs?  An Exploration using Ultra-low-dose Amyloid PET/MRI

Author:Kevin Chen  Matti Schürer  Jiahong Ouyang  Enhao Gong  Solveig Tiepolt  Osama Sabri  Greg Zaharchuk  Henryk Barthel  

Institution:Stanford University  University of Leipzig  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0677  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Learning Systematic Imperfections and Image Reconstruction with Deep Neural Networks for Wave-Encoded Single-Shot Fast Spin Echo

Author:Feiyu Chen  Joseph Cheng  Valentina Taviani  John Pauly  Shreyas Vasanawala  

Institution:Ge Healthcare  GE Healthcare  Stanford University  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0672  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Robust Region-Growing Fat-Water Imaging Using MT-Based B0 Field Priors

Author:Alexey Samsonov  Julia Velikina  Fang Liu  

Institution:University of Wisconsin  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0674  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Simultaneous Denoising of Multi-contrast MR Images Using a Novel Weighted Nuclear Norm Minimization Approach

Author:Yujiao Zhao  Yilong Liu  Henry Ka-Fung Mak  Ed X. Wu  

Institution:The University of Hong Kong  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0669  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Variational vs Adversarial Autoencoders for Visualization and Interpretation of Deep Learning Features of Brain Aging

Author:Luis Souto Maior Neto  Mariana Bento  David Gobbi  Richard Frayne  

Institution:Foothills Medical Centre  Hotchkiss Brain Institute, University of Calgary  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0680  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number:

Visualizing and understanding deep learning features for MRI motion artifact detection

Author:Irene Fantini  Letícia Rittner  Clarissa Yasuda  Roberto Lotufo  

Institution:UNICAMP  

Session Type:Power Pitch  

Session Date:Wednesday, 15 May 2019  

Session Time:08:15  

Session Name:Pitch: Machine Learning Unleashed 2  

Program Number:0678  

Presentation Time:08:15   

Room Number:Power Pitch Theater A - Exhibition Hall  

Computer Number: