21 citations · 21 across the 4 of their papers we have counts for
4 papers
Neural Dynamics-Informed Pre-trained Framework for Personalized Brain Functional Network Construction
Hongjie Jiang, Yifei Tang, Shuqiang Wang
Brain activity is intrinsically a neural dynamic process constrained by anatomical space. This leads to significant variations in spatial distribution patterns and correlation patt…
Empowering Functional Neuroimaging: A Pre-trained Generative Framework for Unified Representation of Neural Signals
Weiheng Yao, Xuhang Chen, Shuqiang Wang
Multimodal functional neuroimaging enables systematic analysis of brain mechanisms and provides discriminative representations for brain-computer interface (BCI) decoding. However,…
CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation
Weiheng Yao, Zhihan Lyu, Mufti Mahmud +3
Multi-modal neuroimaging analysis is crucial for a comprehensive understanding of brain function and pathology, as it allows for the integration of different imaging techniques, th…
SCDM: Unified Representation Learning for EEG-to-fNIRS Cross-Modal Generation in MI-BCIs
Yisheng Li, Shuqiang Wang
Hybrid motor imagery brain-computer interfaces (MI-BCIs), which integrate both electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) signals, outperform th…