融合注意力的滤波器组双视图图卷积运动想象脑电分类
吴书晗,王丹,陈远方,贾子钰,张越棋,许萌

Attention-fused filter bank dual-view graph convolution motor imagery EEG classification
Shuhan WU,Dan WANG,Yuanfang CHEN,Ziyu JIA,Yueqi ZHANG,Meng XU
表 5 不同注意力机制在2个公开数据集上的性能对比
Tab.5 Performance comparison of different attention mechanisms in two publicly available datasets
注意力机制BCI Competition IV-2aOpenBMI
acc/%kapstdNTPacc/%kapstdNTP
Triplet Attention[30]72.9550.6550.156129 14070.0650.4010.167112 702
NAM[31]74.6530.6620.108128 94069.5830.3921.660112 502
SimAM[32]72.7620.6370.116128 84067.3430.3470.142112 402
ECA[9] 77.392*0.6990.103128 843 72.657*0.4530.142112 405