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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:

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  

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