Type

Conference Proceedings

Authors

Kevin McGuinness
Alan F. Smeaton
Geraldine B Boylan
Keelin Murphy

Subjects

Computer Science

Topics
artificial intelligence state of the art brain scans neural network brain tissue image processing machine learning mri

A deep convolutional neural network for brain tissue segmentation in Neonatal MRI (2017)

Abstract Brain tissue segmentation is a prerequisite for many subsequent automatic quantitative analysis techniques. As with many medical imaging tasks, a shortage of manually annotated training data is a limiting factor which is not easily overcome, particularly using recent deep-learning technology. We present a deep convolutional neural network (CNN) trained on just 2 publicly available manually annotated volumes, trained to annotate 8 tissue types in neonatal T2 MRI. The network makes use of several recent deep-learning techniques as well as artificial augmentation of the training data, to achieve state-of-the- art results on public challenge data.
Collections Ireland -> Dublin City University -> Publication Type = Conference or Workshop Item
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Computing
Ireland -> Dublin City University -> Subject = Computer Science: Artificial intelligence
Ireland -> Dublin City University -> Subject = Computer Science: Image processing
Ireland -> Dublin City University -> Status = Unpublished
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Electronic Engineering
Ireland -> Dublin City University -> DCU Faculties and Centres = Research Initiatives and Centres: INSIGHT Centre for Data Analytics
Ireland -> Dublin City University -> Subject = Computer Science: Machine learning

Full list of authors on original publication

Kevin McGuinness, Alan F. Smeaton, Geraldine B Boylan, Keelin Murphy

Experts in our system

1
Kevin McGuinness
Dublin City University
Total Publications: 65
 
2
Alan F. Smeaton
Dublin City University
Total Publications: 450
 
3
Geraldine B. Boylan
University College Cork
Total Publications: 118
 
4
Keelin Murphy
University College Cork
Total Publications: 5