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Table 1 Classification distribution of the sample in training and test sample dataset

From: Gesture recognition method based on a single-channel sEMG envelope signal

Classification (gesture’s type)

Training set

Testing set

Total

The first gesture

30

30

60

The second gesture

30

30

60

The third gesture

30

30

60

The fourth gesture

30

30

60

The fifth gesture

30

30

60

Total

150

150

300