MB-MSTFNet: A Multi-Band Spatio-Temporal Attention Network for EEG Sensor-Based Emotion Recognition

MB-MSTFNet: A Multi-Band Spatio-Temporal Attention Network for EEG Sensor-Based Emotion Recognition

Emotion analysis based on electroencephalogram (EEG) sensors is pivotal for human–machine interaction yet faces key challenges in spatio-temporal feature fusion and cross-band and brain-region integration from multi-channel sensor-derived signals. This paper proposes MB-MSTFNet, a novel framework fo...

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Bibliographic Details
Main Authors: Cheng Fang, Sitong Liu, Bing Gao
Format: Article
Language:English
Published: MDPI AG 2025-08-01
Series:Sensors
Subjects:
electroencephalograph (EEG)
convolutional neural network (CNN)
bidirectional gated recurrent unit (BiGRU)
multi-head attention (MHA)
emotion signal recognition
Inception module
Online Access:https://www.mdpi.com/1424-8220/25/15/4819
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