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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