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Table 4 Classification accuracies (%) for the dual-signal method of S-II

From: A motion-classification strategy based on sEMG-EEG signal combination for upper-limb amputees

 

Hand Motions

Wrist Motions

NM

Mean ± Std.

HC

HO

WP

WS

TH 1

87.4

88.2

89.8

88.4

82.6

87.3 ± 2.8

TH 2

93.8

85.0

91.2

82.4

98.1

90.1 ± 6.4

TH 3

81.8

82.2

91.3

91.6

98.8

89.1 ± 7.2

TH 4

82.4

80.0

76.9

80.9

96.8

83.4 ± 7.8

Mean ± Std.

86.4 ± 5.6

83.9 ± 3.5

87.3 ± 7.0

85.8 ± 5.0

94.1 ± 7.7

87.5 ± 3.0