Skip to main content

Table 4 Accuracy of the individual decoders when using different neural features as input

From: Extracting wavelet based neural features from human intracortical recordings for neuroprosthetics applications

 

Accuracy in Task 1 (%)

Accuracy in Task 2 (%)

Hand open

Hand close

Wrist flexion

Wrist extension

Index flexion

Index extension

mf-MWP

95.34 ± 1.95

94.21 ± 2.47

96.13 ± 1.39

94.43 ± 2.16

95.14 ± 2.16

94.57 ± 1.88

hf-MWP

84.02 ± 3.63

85.52 ± 3.58

90.38 ± 2.75

89.90 ± 2.13

85.95 ± 2.74

86.80 ± 2.67

lf-MWP

87.91 ± 3.21

87.69 ± 3.81

90.19 ± 2.44

89.25 ± 2.55

88.09 ± 3.26

87.67 ± 3.36

MUA

94.95 ± 5.35

95.34 ± 3.82

96.27 ± 2.38

94.59 ± 2.31

94.38 ± 2.48

93.87 ± 2.44

TCs

86.96 ± 6.08

88.34 ± 2.46

90.99 ± 2.61

91.06 ± 0.91

90.74 ± 0.83

90.72 ± 0.68

LFP

83.22 ± 3.05

82.66 ± 3.38

85.93 ± 2.83

86.64 ± 2.54

85.18 ± 2.81

86.03 ± 2.65