Segmentation of glioma tumors in brain using deep convolutional neural network

•Five different deep convolutional neural network based approaches are proposed.•Results are evaluated on BRATS 2013 and BRATS 2015 for brain tumor segmentation.•The networks are trained using two-phase training to address the data imbalance issue.•An excellent performance is achieved in terms of DI...

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Bibliographic Details

Published in:	Neurocomputing (Amsterdam) Vol. 282; pp. 248 - 261
Main Authors:	Hussain, Saddam, Anwar, Syed Muhammad, Majid, Muhammad
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 22.03.2018
Subjects:	Brain tumor Convolutional neural networks Deep learning Segmentation Brain tumor Deep learning Segmentation Convolutional neural networks
ISSN:	0925-2312, 1872-8286
Online Access:	Get full text
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