基于电极排列和Transformer的脑电情感识别

孟璇,张雪英,孙颖,周雅茹

EEG emotion recognition based on electrode arrangement and Transformer

Xuan MENG,Xueying ZHANG,Ying SUN,Yaru ZHOU

表 1 不同情感识别模型的性能对比结果

Tab.1 Performance comparison results of different emotion recognition models %

模型 A1 A2 MESAE[23] 76.17 77.19 KNN[24] 82.76 82.77 Merged LSTM[25] 84.89 83.85 CNN[13] 80.28 — DWT-KNN[26] 89.50 87.20 STS-Transformer[17] 89.86 86.83 RM-LSTM[22] 89.95 88.73 RM- STC 90.51 90.98