Table 3 Classification accuracy of the proposed feature set for publicly available Ninapro datasets (DB2, DB3, and DB8), along with dataset I, for performance evaluation of the proposed feature extraction technique.
Dataset | No. of channels | Total no. of motions | Accuracy | |
|---|---|---|---|---|
For all motions | Varied number of motions | |||
DB2 | 12 | 49 | 91.43 ± 0.23 | 94.5 ± 0.75 for 17 motions |
DB3 | 12 | 52 | 95.66 ± 1.67 | 95.12 ± 0.65 for 23 motions |
DB8 | 16 | 9 | 98.16 ± 1.02 | - |
Dataset I | 3 | 4 | 97.00 ± 0.21 | - |