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Applications of EEG Neuroimaging Data: Event-related Potentials, Spectral Power, and Multiscale Entropy
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[Research on emotion recognition in electroencephalogram based on independent component analysis-recurrence plot and

Guohong Feng1, Xiao Zheng1, Bin Zhang1

  • 1College of Mechanical and Electrical Engineering, Northeast Forestry University, Harbin 150040, P. R. China.

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi = Journal of Biomedical Engineering = Shengwu Yixue Gongchengxue Zazhi
|February 25, 2025
PubMed
Summary

This study introduces a novel method for emotion recognition using electroencephalogram (EEG) signals, achieving 96.77% accuracy by combining independent component analysis-recurrence plot with an enhanced EfficientNetV2 model.

Keywords:
Attention mechanismEfficientNetElectroencephalogramEmotion recognitionIndependent component analysisRecurrence plot

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