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Table 2 Classification accuracies (%) for different single-signal methods over all the subjects

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
32-ch sEMG 75.8 ± 7.3 68.9 ± 5.9 78.0 ± 11.4 75.1 ± 9.9 87.2 ± 14.8 77.0 ± 6.8
64-ch EEG 73.9 ± 8.4 72.0 ± 4.8 71.0 ± 11.6 71.9 ± 11.0 86.7 ± 6.3 75.1 ± 6.5
32-ch EEG 60.7 ± 5.7 60.7 ± 6.8 56.7 ± 7.6 57.0 ± 10.9 79.3 ± 13.4 62.9 ± 9.2