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

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

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

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

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:Bratt, Alex   Seals, Kevin   Margolis, Daniel   

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

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

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

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:Campbell, Brandon   Simchick, Gregory   Yin, Hang   Zhao, Qun   

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

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:Cao, Ruiming   Zhong, Xinran   Sung, Kyunghyun   

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

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:Langner, Taro   Hedström, Anders   Ahlström, Håkan   Kullberg, Joel   

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

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

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:Liu, Fang   McMillan, Alan   

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:Bento, Mariana   Salluzzi, Marina   Rittner, Leticia   Frayne, Richard   

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

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

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

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