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Author

Jun Zhang

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Sep 2026

EEG-CPDD: A Covariance-Preserving Diffusion Denoiser for Reliable EEG Source Localization.

Electroencephalographic (EEG) source localization (ESL) is highly sensitive to noise. Although deep learning-based denoising methods can suppress artifacts, their mean squared error (MSE)-driven optimization tends to induce over-smoothing, which distorts signal covariance and thus degrades source reconstruction. To add...

Wei-Chen Lin, Di Chen, Ke Liu et al. · 0 citations
Conference Jul 2026

Research on EEG-Based Drowsy Driving Recognition Integrating Multi-Scale Temporal Features and Brain Functional Connectivity

Drowsy driving EEG recognition faces challenges such as signal non-stationarity, imbalanced class distribution, and insufficient utilization of spatio-temporal features. To improve fatigue state recognition performance, this paper proposes an EEG-based drowsy driving recognition method that integrates multi-scale tempo...

Yongjing Yan, Guang-Hui Yan, Jun Zhang · 0 citations

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