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Table 7 Classification accuracies (%) for the optimized dual-signal method of oS-III

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

 

Hand Motions

Wrist Motions

NM

Average ± Std.

HC

HO

WP

WS

TH 1

86.5

79.1

91.1

81.2

80.4

83.7 ± 5.0

TH 2

89.8

81.6

86.1

84.0

98.0

87.9 ± 6.4

TH 3

79.4

76.3

86.6

85.9

95.3

84.7 ± 7.3

TH 4

74.7

77.4

75.1

80.5

95.7

80.7 ± 8.7

Mean ± Std.

82.6 ± 6.8

78.6 ± 2.3

84.7 ± 6.8

82.9 ± 2.5

92.4 ± 8.1

84.2 ± 3.0