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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:

Accurate Cerebellum segmentation using a 3D Convolutional Neural Network and fully connected CRF

Author:Nina Jacobsen  Andreas Deistung  Dagmar Timmann  Jürgen Reichenbach  Daniel Güllmar  

Author Institution:Essen University Hospital  Jena University Hospital  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2732  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Automatic Myocardium Segmentation using Fully Conventional Network (FCN)

Author:Yan Wang  Peng Cao  Karen Ordovas  Jing Liu  

Author Institution:University of California, San Francisco  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2734  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Brain Segmentation in Rodent MR-Images Using Convolutional Neural Networks

Breast MRI Tissue Classification and Partial Volume Estimation using Different Methods: Evaluation on T1, T2 and PD-weighted TSE Images

Author:Subhajit Chatterjee  Snekha Thakran  Rakesh Gupta  Anup Singh  

Author Institution:Fortis Memorial Research Institute, Gurgaon, India  Indian Institute of Technology Delhi  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2736  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

A Comparison of Deep Learning Convolutional Neural Networks for Liver Segmentation in Radial Turbo Spin Echo Images

Author:Lavanya Umapathy  Mahesh Bharath Keerthivasan  Jean-Philippe Galons  Wyatt Unger  Diego Martin  Maria Altbach  Ali Bilgin  

Author Institution:University of Arizona  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2729  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Deep learning Based Liver Segmentation from MR Images Using 3D Mutli-Resolution Convolutional Neural Networks

Author:Mootaz Eldib  Jonathan Riek  

Author Institution:BioTelemetry Research  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2730  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Deep learning-based whole head segmentation for simultaneous PET/MR attenuation correction

Author:Jakub Baran  Kamlesh Pawar  Nicholas Ferris  Sharna Jamadar  Marian Cholewa  Zhaolin Chen  Gary Egan  

Author Institution:Monash University  University of Rzeszow  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2726  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Generalized AI for Organ Invariant Tissue Segmentation and Characterization of Multiparametric MRI: Preliminary Results

Author:Vishwa Parekh  Katarzyna Macura  Michael Jacobs  

Author Institution:Johns Hopkins University  Johns Hopkins University School of Medicine  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2727  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Reconstruction of MR images by combining k-spaces of multi-contrast MR data through deep learning

Author:Won-Joon Do  Yo Seob Han  Seung Hong Choi  Jong Chul Ye  Sung-Hong Park  

Author Institution:KAIST  Seoul National University Hospital  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2738  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Sciatic Nerve Segmentation in MRI Volumes of the Upper Leg via 3D Convolutional Neural Networks

Author:Matthew Hancock  Shashank Manjunath  Jun Li  Richard Dortch  

Author Institution:Vanderbilt University  Vanderbilt University Medical Center  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2733  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

Skull Segmentation for MR-Only Radiotherapy Simulation using An Unsupervised-Learning Multi-Sequence Analysis Framework

Author:Max Law  Jing Yuan  Oilei Wong  Ben Yu  

Author Institution:Hong Kong Sanatorium & Hospital  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Tissue Segmentation & Classification  

Program Number:2737  

Presentation Time:

Room Number:Exhibition Hall 2726-2738  

Computer Number:

U-net: Convolutional Networks for Carotid Artery Wall Segmentation in Simultaneous Non-Contrast Angiography and intra-Plaque hemorrhage (SNAP) imaging