3D Texture Analysis on fMRI to Detect Alterations in the Striatal Network of an Alcohol-Preferring Rat Model

Analysis of longitudinal MRI changes using mixed effects models on deformation tensors

Author:Nagesh Adluru  Hyunwoo Kim  Molly Prigge  Nicholas Lange  Erin Bigler  Janet Lainhart  Andrew Alexander  Vikas Singh  

Author Institution:Brigham Young University  Harvard Medical School  University of Utah  University of Wisconsin Madison  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3504  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 72  

Arterial spin labeling (ASL)-based radiomics features for predicting perfusion territory changes after carotid endarterectomy: a pilot study

AUTO-DCE-MRI: A Deep-Learning Augmented Liver Imaging Framework for Fully-Automated Multiphase Assessment and Perfusion Mapping

Author:Li Feng  Fang Liu  Henry Rusinek  Bari Dane  Henry Brody  Teodora Chitiboi  Daniel Sodickson  Ricardo Otazo  Hersh Chandarana  

Author Institution:New York University School of Medicine  University of Wisconsin School of Medicine  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3481  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 49  

Automated segmentation of abdominal organs in T1-weighted MR images using a deep learning approach: application on a large epidemiological MR study

Author:Thomas Küstner  Marc Fischer  Sarah Müller  Daniel Guttmann  Konstantin Nikolaou  Fabian Bamberg  Bin Yang  Fritz Schick  Sergios Gatidis  

Author Institution:University of Stuttgart  University of Tübingen  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3486  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 54  

Automated Zonal Prostate Segmentation with 2.5D Convolutional Neural Networks

Author:Alex Bratt  Kevin Seals  Daniel Margolis  

Author Institution:University of California, Los Angeles  Weill Cornell Medicine  Weill Cornell Medicine/New York Presbyterian Hospital  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3498  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 66  

Automatic Segmentation of Carotid Vessel Wall Using Convolutional Neural Network

Author:Li Chen  Jie Sun  Wei Zhang  Thomas Hatsukami  Jianrong Xu  Jenq-Neng Hwang  Chun Yuan  

Author Institution:Renji Hospital  University of Washington  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3494  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 62  

Bi-exponential modeling of prostate diffusion weighted MR imaging acquired using high b values: clinical evaluations of advanced post-processing methods

Author:Parisa Movahedi  Harri Merisaari  Ileana Montoya Perez  Jussi Toivonen  Pekka Taimen  Peter Boström  Janne Verho  Hannu Aronen  Tapio Pahikkala  Ivan Jambor  

Author Institution:Turku University Hospital  University of Turku  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3501  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 69  

Cascaded 3D fully convolutional neural network for segmenting amygdala and its subnuclei

Author:Yilin Liu  Brendon Nacewicz  Gregory Kirk  Andrew Alexander  Nagesh Adluru  

Author Institution:University of Wisconsin Madison  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3489  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 57  

Classification of Adipose Tissues using Machine Learning

Author:Brandon Campbell  Gregory Simchick  Hang Yin  Qun Zhao  

Author Institution:University of Georgia  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3497  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 65  

Deep learning analysis of cardiac MRI for unsupervised classification of heart disease

Estimating Inclusion Stiffness with Artificial Neural Networks in Magnetic Resonance Elastography

Author:Jonathan Scott  Matthew Murphy  Arvin Arani  Christopher Schwarz  Armando Manduca  John Huston III  Richard Ehman  

Author Institution:Mayo Clinic  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3496  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 64  

Explanatory Auxiliary Generative Adversarial Network for Prostate Cancer Lesion Awareness with Very-Weak Supervision

Author:Ruiming Cao  Xinran Zhong  Kyunghyun Sung  

Author Institution:University of California, Los Angeles  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3488  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 56  

Fully Automatic Proximal Femur Segmentation in MR Images using 3D Convolutional Neural Networks

Author:Siyuan Xiang  Gregory Chang  Stephen Honig  Kyunghyun Cho  Cem Deniz  

Author Institution:New York University  New York University Langone Medical Center  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3487  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 55  

Fully Convolutional Networks for Automated Segmentation of Abdominal Adipose Tissue Depots in Water-Fat MRI

Author:Taro Langner  Anders Hedström  Håkan Ahlström  Joel Kullberg  

Author Institution:Antaros Medical  Uppsala University  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3503  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 71  

How easily can an existing stroke outcome deep learning model become attuned to new acquisition protocols and patient cohorts?

Author:Anne Nielsen  Mikkel Hansen  Soren Christensen  Maarten Lansberg  Greg Zaharchuk  Kim Mouridsen  

Author Institution:Aarhus University  Stanford University  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3500  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 68  

An integrative deep learning model to distinguish between normal and atherosclerotic carotid arteries on black-blood vessel wall MRI

Machine learning for prostate cancer Gleason score prediction using radiomics of T2-weighted imaging, diffusion weighted imaging and T2-mapping

Author:Jussi Toivonen  Ileana Montoya Perez  Parisa Movahedi  Harri Merisaari  Janne Verho  Pekka Taimen  Peter Boström  Tapio Pahikkala  Hannu Aronen  Ivan Jambor  

Author Institution:Turku University Hospital  University of Turku  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3483  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 51  

MR Image Synthesis Using A Deep Learning Based Data-Driven Approach

Author:Fang Liu  Alan McMillan  

Author Institution:University of Wisconsin-Madison  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3490  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 58  

MR Intensity Normalization: Influence on Supervised Machine Learning Algorithms using Textural and Convolutional Features

Author:Mariana Bento  Marina Salluzzi  Leticia Rittner  Richard Frayne  

Author Institution:Foothills Medical Centre  University of Calgary  University of Campinas  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3499  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 67  

Pelvic Organ Segmentation with Sample Attention based Stochastic Connection Networks

Perfusion MRI in stroke as a regional spatio-temporal texture

Author:Noëlie Debs  Mathilde Giacalone  Pejman Rasti  Tae-Hee Cho  Carole Frindel  David Rousseau  

Author Institution:Université d'Angers  University of Lyon  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3492  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 60  

Predicting Contrast Agent Enhancement with Deep Convolution Networks

Author:Thomas Christen  Enhao Gong  Jia Guo  Michael Moseley  Greg Zaharchuk  

Author Institution:Stanford University  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3493  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 61  

Supervised Machine Learning with Blind Source Separation (BSS) reveals distinct networks of pathological changes in brain magnetic susceptibility (QSM): Application to multiple sclerosis.

Author:Ferdinand Schweser  Juliane Damm  Niels Bergsland  Michael Dwyer  Akshay Dhamankar  Bianca Weinstock-Guttman  Robert Zivadinov  

Author Institution:University at Buffalo, The State University of New York  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Machine Learning for Image Analysis  

Program Number:3482  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 50