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Deep Feature Extraction for Resting-State Functional MRI by Self-Supervised Learning and Application to Schizophrenia Diagnosis

In this study, we propose a deep-learning technique for functional MRI analysis. We introduced a novel self-supervised learning scheme that is particularly useful for functional MRI wherein the subject identity is used as the teacher signal of a neural network. The neural network is trained solely b...

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Detalles Bibliográficos
Autores principales: Hashimoto, Yuki, Ogata, Yousuke, Honda, Manabu, Yamashita, Yuichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8429808/
https://www.ncbi.nlm.nih.gov/pubmed/34512240
http://dx.doi.org/10.3389/fnins.2021.696853

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