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 3 MBA-CF-cCapsNet模型的消融实验

Tab.3 Ablation experiments of MBA-CF-cCapsNet model

模型 Acc/% Np te/s 平均值（标准差） Sad Happy Calm Fear CapsNet 91.69(5.45) 91.27 92.71 90.34 92.42 2897155 1814 cCapsNet 94.95(5.3) 95.96 94.28 94.27 95.27 3270403 2278 MBA-cCapsNet 96.30(3.04) 96.48 96.26 94.95 97.52 3296227 3312 MBA-CF-cCapsNet 96.67(2.68) 96.57 97.31 95.02 97.76 2181043 1574