Segmentation of the hippocampus by transferring algorithmic knowledge for large cohort processing

•We present a rapid MRI hippocampal segmentation software that has been validated in large cohorts.•The method uses deep learning (3D ConvNets) and learns from other existing (implemented) knowledge.•For training, we used a mixture of real and synthetic data using a powerful augmentation scheme.•The...

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Bibliographic Details
Published in:	Medical image analysis Vol. 43; pp. 214 - 228
Main Authors:	Thyreau, Benjamin, Sato, Kazunori, Fukuda, Hiroshi, Taki, Yasuyuki
Format:	Journal Article
Language:	English
Published:	Netherlands Elsevier B.V 01.01.2018 Elsevier BV
Subjects:	Algorithms Artificial neural networks Brain Consumer goods Data augmentation Genomics Hippocampus Human behavior Medical imaging Mental disorders Nervous system Neural networks Neurosciences Segmentation Studies Training
ISSN:	1361-8415, 1361-8423, 1361-8423
Online Access:	Get full text
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