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2D Single Plane Big Data Convolutional Neural Network for Skull-Stripping

Author:Oeslle Lucena  Roberto Souza  Richard Frayne  Letícia Rittner  Roberto Lotufo  

Author Institution:University of Calgary  University of Campinas  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2731  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Automatic Brain MR Sequence Classification for Quality Control using Support Vector Machines and Convolutional Neural Networks

Author:Luis Souto Maior Neto  Heather Charette  Marina Salluzzi  Mariana Bento  Richard Frayne  

Author Institution:Hotchkiss Brain Institute  University of Calgary  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Image Analysis & Post-Acquisition Computing  

Program Number:2860  

Presentation Time:

Room Number:Exhibition Hall 2828-2863  

Computer Number:

Can brain MRI skull-stripping methods be further improved using manual segmentation as ground-truth for validation?

Author:Roberto Souza  Oeslle Lucena  Letícia Rittner  Roberto Lotufo  Richard Frayne  

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

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:13:45  

Session:Image Analysis  

Program Number:3413  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 101  

Cerebrovascular Brain Aging Examined with Arterial Spin Labelling and Applied to Age Prediction

Author:M. Ethan MacDonald  Nils D. Forkert  Yuhan Ma  Rebecca J. Williams  Alexandru Hanganu  Hongfu Sun  Randall Stafford  Cheryl R. McCreary  Richard Frayne  G. Bruce Pike  

Author Institution:McGill University  University of Calgary  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:09:15  

Session:Brain Morphometry  

Program Number:3262  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 68  

Feature Extraction using Convolutional Networks for Identifying Carotid Artery Atherosclerosis Patients in a Heterogeneous Brain MR Dataset

Author:Mariana Bento  Luis Souto Maior Neto  Marina Salluzzi  Yunyan Zhang  Richard Frayne  

Author Institution:Foothills Medical Centre  University of Calgary  

Session Type:Electronic Poster  

Session Date:Monday, 18 June 2018  

Session Time:14:45  

Session:Atherosclerosis & Vessel-Wall Imaging  

Program Number:3460  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 28  

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  

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:

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