基于注意力机制和深度学习的运动想象脑电信号分类方法

张玮, 赵永虹, 邱桃荣

Classification of motor imagery EEG signals based on attention mechanism and deep learning

Wei Zhang, Yonghong Zhao, TaoRong Qiu

表6 ABiLSTM?CNN在MID?b上的分类准确率、精确率、召回率和F1 score

Table 6 Classification accuracy,Precision,Recall and F1 score of ABiLSTM?CNN on MID?b dataset

编号 Accuracy Precision Recall F1?score 平均 89.96% 89.97% 89.73% 89.85% S21 89.05% 89.20% 89.32% 89.26% S22 91.43% 91.06% 91.06% 91.06% S23 93.62% 92.33% 92.08% 92.20% S24 85.48% 86.30% 86.11% 86.20% S25 90.24% 90.96% 90.06% 90.51%