模型

4分类

准确率

单个样本识别时间(s)

KNN

34.9%

0.0937

SVM

37.6%

0.0781

ADA

43.0%

0.156

RF

48.3%

0.154

GBDT

49.7%

0.147

CNN

51.3%

0.517

1D-CNN + RF

82.1%

0.422

1D-CNN + ADA

69.9%

0.453

1D-CNN + GBDT

96.2%

0.420