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[An electroencephalogram-based emotion recognition method using multi-branch convolutional neural networks and

Jialin Chen1, Dongsheng Liao1, Pengli Liu1

  • 1Systems Engineering Research Institute, Academy of Military Sciences, Beijing 100086, P. R. China.

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi = Journal of Biomedical Engineering = Shengwu Yixue Gongchengxue Zazhi
|June 28, 2026
PubMed
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This study introduces a novel Multi-branch CNN and Transformer (MCT) model for advanced Electroencephalogram (EEG)-based emotion recognition, significantly improving the modeling of long-term dependencies in brain signals.

Area of Science:

  • Affective computing
  • Neuroscience
  • Machine learning for mental health
Keywords:
Convolutional neural networksElectroencephalogramEmotion recognitionTransformer

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