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

The results reveal that the proposed framework can distinguish motor imagery patterns across different limb regions and effectively classify predictive EEG features between symmetric limbs performing identical imagined movements, providing an offline proof-of-concept for multi-limb BCI control.

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

A lightweight two-stream feature extractor, Recurrent Convolutional Recursive Transformer—Multi-Scale Convolution Augmented Transformer (RCRT-MCAT), for few-shot cross-domain HAR, which reaches a fine-tuned accuracy on the most challenging 76-way cross-environment gesture recognition task.

Xiao-Hong Huang, Yongzhi Xu, Kai-Yue Zhang · Engineering Research Express · 0 citations