Data Augmentation for Brain-Tumor Segmentation: A Review

Data augmentation is a popular technique which helps improve generalization capabilities of deep neural networks, and can be perceived as implicit regularization. It plays a pivotal role in scenarios in which the amount of high-quality ground-truth data is limited, and acquiring new examples is cost...

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Bibliographic Details
Main Authors: Jakub Nalepa, Michal Marcinkiewicz, Michal Kawulok
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-12-01
Series:Frontiers in Computational Neuroscience
Subjects:
MRI
Online Access:https://www.frontiersin.org/article/10.3389/fncom.2019.00083/full