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A robust deep neural network for denoising task-based fMRI data: An application to working memory and episodic memory

In this study, a deep neural network (DNN) is proposed to reduce the noise in task-based fMRI data without explicitly modeling noise. The DNN artificial neural network consists of one temporal convolutional layer, one long short-term memory (LSTM) layer, one time-distributed fully-connected layer, a...

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Bibliografiske detaljer
Udgivet i:Med Image Anal
Main Authors: Yang, Zhengshi, Zhuang, Xiaowei, Sreenivasan, Karthik, Mishra, Virendra, Curran, Tim, Cordes, Dietmar
Format: Artigo
Sprog:Inglês
Udgivet: 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6980789/
https://ncbi.nlm.nih.gov/pubmed/31811979
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.media.2019.101622
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