基于时空注意力机制的轻量级脑纹识别算法

方芳,严军,郭红想,王勇

Lightweight brainprint recognition algorithm based on spatio-temporal attention mechanism

Fang FANG,Jun YAN,Hongxiang GUO,Yong WANG

表 4 消融实验结果的比较

Tab.4 Comparison of result of ablation experiment

模型 (ACC±std)/% Physionet-MI Physionet-EO Physionet-EC DEAP EEGNet 79.79±2.49 72.86±3.21 70.95±3.45 97.53±0.25 VEEGNet 80.83±2.21 74.18±3.03 72.66±3.22 99.89±0.20 CA+EEGNet 81.00±2.06 75.53±2.89 73.28±2.95 99.93±0.17 EEGNet+LTAE 96.01±0.89 89.28±1.96 90.21±2.01 99.54±0.18 CA+VEEGNet 90.54±1.52 80.76±2.45 75.37±2.78 99.93±0.15 VEEGNet+LTAE 98.25±0.48 94.85±1.55 94.85±1.72 99.97±0.08 CA+EEGNet+LTAE 98.18±0.52 91.63±1.72 92.11±1.89 99.96±0.09 Proposed 98.34±0.41 96.47±1.45 96.74±1.63 99.98±0.06