基于多脑区注意力机制胶囊融合网络的EEG-fNIRS情感识别

刘悦,张雪英,陈桂军,黄丽霞,孙颖

EEG-fNIRS emotion recognition based on multi-brain attention mechanism capsule fusion network

Yue LIU,Xueying ZHANG,Guijun CHEN,Lixia HUANG,Ying SUN

表 5 不同模态数据的情感分类性能

Tab.5 Sentiment classification performance for data with different modality

模型 Acc/% 平均值（标准差） Sad Happy Calm Fear MBA-CF-cCapsNet(EEG) 95.14(3.95) 95.60 95.52 93.17 96.28 MBA-CF-cCapsNet(fNIRS) 82.32(7.53) 81.57 83.07 80.05 84.58 MBA-CF-cCapsNet (EEG-fNIRS) 96.67(2.68) 96.57 97.31 95.02 97.76