Author

Xiaohong Huang

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Open access Aug 2026

Multi-Domain Feature Fusion and Channel Attention in an Inception-Based Architecture for Motor Imagery EEG Decoding

Highlights What are the main findings? Evaluated under a rigorous intra-subject (subject-dependent) cross-validation protocol across 292 individuals, the SE-EEG-Inception model achieved a mean 4-class accuracy of 89.4%. Binary classification accuracies reached 88.3% for left vs. right arm and 90.0% for left vs. right l...

Si-Qi Liu, Guang-Yu Zhang, Cun-Wei Wu et al. · Brain Science · 0 citations

Jul 2026

Two-stream prototype network for Wi-Fi CSI-based cross-domain human activity recognition

Human activity recognition (HAR) using Wi-Fi channel state information (CSI) faces severe challenges in cross-domain generalization and data scarcity. Existing methods either rely on complex hardware deployment or suffer from insufficient spatiotemporal feature extraction, leading to poor performance under domain shift...

Xiaohong Huang, Yongzhi Xu, Kaiyue Zhang · Engineering Research Express · 0 citations