DeepComBat: A Statistically Motivated, Hyperparameter-Robust, Deep Learning Approach to Harmonization of Neuroimaging Data

Neuroimaging data from multiple batches (i.e. acquisition sites, scanner manufacturer, datasets, etc.) are increasingly necessary to gain new insights into the human brain. However, multi-batch data, as well as extracted radiomic features, exhibit pronounced technical artifacts across batches. These...

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Bibliographic Details

Published in:	bioRxiv
Main Authors:	Hu, Fengling, Lucas, Alfredo, Chen, Andrew A, Coleman, Kyle, Horng, Hannah, Ng, Raymond W S, Tustison, Nicholas J, Davis, Kathryn A, Shou, Haochang, Li, Mingyao, Shinohara, Russell T
Format:	Journal Article Paper
Language:	English
Published:	United States Cold Spring Harbor Laboratory 24.04.2023
Edition:	1.1
Subjects:	Neuroscience
ISSN:	2692-8205, 2692-8205
Online Access:	Get full text
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