卷积神经网络结合子域适应的低采样率肌电手势识别

周雕,熊馨,周建华,宗静,张琪

Convolutional neural network combined with subdomain adaptation for low sampling rate EMG-based gesture recognition

Diao ZHOU,Xin XIONG,Jianhua ZHOU,Jing ZONG,Qi ZHANG

表 4 不同权重参数下53种手势的识别准确率

Tab.4 Recognition accuracy of 53 gestures with different weight parameters

$ \omega $ Acc/% $ \omega $ Acc/% DB1 DB5 DB1 DB5 0.1 90.89 89.90 0.6 90.12 88.14 0.2 90.74 89.74 0.7 89.99 87.74 0.3 90.59 89.29 0.8 89.91 87.36 0.4 90.54 88.83 0.9 89.78 87.00 0.5 90.34 88.42 1.0 89.57 85.14