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 2 跨会话实验对比分类结果

Tab.2 Hold-out comparative classification results

分类方法 BCI Competition IV-2a OpenBMI acc/% kap std acc/% kap std ShallowConvNet 72.801 0.637 0.108 68.907 0.378 0.153 EEGNet 66.127 0.548 0.151 69.639 0.393 0.154 MSFBCNN 73.688 0.649 0.115 69.713 0.394 0.166 FBCNet 71.103 0.615 0.146 65.963 0.317 0.144 Sinc-ShallowNet 73.341 0.645 0.130 68.028 0.361 0.156 FB-Sinc-ShallowNet 73.110 0.641 0.126 68.370 0.367 0.156 AFB-DVGCN 77.392 0.699 0.103 72.657 0.453 0.142