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4 ABiLSTM?CNN在MID?a上的分类准确率、精确率、召回率和F1 score

Table 4 Classification accuracy,Precision,Recall and F1 score of ABiLSTM?CNN on MID?a dataset

编号 Accuracy Precision Recall F1?score 平均 90.52% 90.35% 90.56% 90.46% 1 89.05% 88.40% 89.96% 89.17% 2 92.81% 92.31% 92.07% 92.19% 3 90.24% 90.39% 90.04% 90.21% 4 91.31% 91.12% 91.68% 91.40% 5 89.21% 89.53% 89.07% 89.30%