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Open access Sep 2026

Attention-augmented CNN-LSTM framework for EEG-based spatiotemporal emotion recognition

EEG emotion recognition offers a direct path to the analysis of affective brain states. This work presents an attention-enhanced CNN-LSTM model for emotion recognition from EEG in the SEED benchmark dataset (three classes: positive, neutral, negative). The suggested method combines Power Spectral Density (PSD), Differe...

A. Kotwal, Kush Sharma, J. Manhas · 0 citations

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