A Lightweight Domain Adversarial Neural Network Based on Knowledge Distillation for EEG-based Cross-subject Emotion Recognition

no code implementations • 12 May 2023 • Zhe Wang, Yongxiong Wang, Jiapeng Zhang, Yiheng Tang, Zhiqun Pan

The domain adversarial neural networks (DANN), where the classification loss and domain loss jointly update the parameters of feature extractor, are adopted to deal with the domain shift.

EEG Emotion Recognition +1

STILN: A Novel Spatial-Temporal Information Learning Network for EEG-based Emotion Recognition

no code implementations • 22 Nov 2022 • Yiheng Tang, Yongxiong Wang, Xiaoli Zhang, Zhe Wang

In the temporal contexts learning, we adopt the Bidirectional Long Short-Term Memory Network (Bi-LSTM) network to capture the dependencies among the EEG frames.

EEG Emotion Recognition