Data Augmentation Techniques for fMRI Data: A Technical Survey

Data Augmentation Techniques for fMRI Data: A Technical Survey

The application of machine learning to fMRI data classification, prediction, and analysis tasks has experienced rapid growth in recent years. However, its implementation has been limited by the relatively small size of labeled fMRI datasets. Data augmentation, a technique that artificially increases...

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Bibliographic Details
Main Authors: Valentina Sanchez, Cicek Guven, Gonzalo Napoles, Marie Safar Postma
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Data augmentation
deep learning
fMRI
machine learning
synthetic data
Online Access:https://ieeexplore.ieee.org/document/10964261/
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https://ieeexplore.ieee.org/document/10964261/

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