The use of machine learning and deep learning algorithms in functional magnetic resonance imaging—a systematic review

M Rashid, H Singh, V Goyal - Expert Systems, 2020 - Wiley Online Library
Abstract Functional Magnetic Resonance Imaging (fMRI) is presently one of the most
popular techniques for analysing the dynamic states in brain images using various kinds of …

Application of deep learning in fMRI-based human brain parcellation: a review

Y Li, X Chen, Q Ling, Z He, A Liu - Measurement Science and …, 2023 - iopscience.iop.org
Functional magnetic resonance imaging (fMRI)-based human brain parcellation reveals
brain fundamental organizational principles noninvasively, providing prior guidance for …

Hierarchical spatio-temporal modeling of naturalistic functional magnetic resonance imaging signals via two-stage deep belief network with neural architecture search

Y Ren, S Xu, Z Tao, L Song, X He - Frontiers in Neuroscience, 2021 - frontiersin.org
Naturalistic functional magnetic resonance imaging (NfMRI) has become an effective tool to
study brain functional activities in real-life context, which reduces the anxiety or boredom …

Modeling hierarchical spatial and temporal patterns of naturalistic fmri volume via volumetric deep belief network with neural architecture search

Y Ren, Z Tao, W Zhang, T Liu - 2021 IEEE 18th International …, 2021 - ieeexplore.ieee.org
The functional magnetic resonance imaging under naturalistic paradigm (NfMRI) exhibited
promising ability in approximating the functional activities of brain in real life. Deep learning …

Hierarchical individual naturalistic functional brain networks with group consistency uncovered by a two-stage NAS-volumetric sparse DBN framework

S Xu, Y Ren, Z Tao, L Song, X He - eneuro, 2022 - eneuro.org
The functional magnetic resonance imaging under naturalistic paradigm (NfMRI) showed
great advantages in identifying complex and interactive functional brain networks (FBNs) …

A hybrid learning framework for fine-grained interpretation of brain spatiotemporal patterns during naturalistic functional magnetic resonance imaging

S Yu, E Shi, R Wang, S Zhao, T Liu, X Jiang… - Frontiers in Human …, 2022 - frontiersin.org
Naturalistic stimuli, including movie, music, and speech, have been increasingly applied in
the research of neuroimaging. Relative to a resting-state or single-task state, naturalistic …

Identifying Hierarchical Individual Functional Network under Naturalistic Paradigm via Two-stage DBN with Neural Architecture Search

Z Tao, Y Ren, W Zhang, T Liu - The Fourth International Symposium on …, 2020 - dl.acm.org
Functional magnetic resonance imaging under naturalistic paradigm (NfMRI) is gaining
increasing attraction, as it offers an ecologically-valid condition to understand brain function …