Table 4.
The total classification accuracy of 10 subjects for the ablation study (%).
| Subject | Total classification accuracy | |||
|---|---|---|---|---|
| CNN | TA-CNN | SA-CNN | STA-CNN | |
| S1 | 25.8 | 30.5 | 29.9 | 31.7 |
| S2 | 55.1 | 58.7 | 56.3 | 61.7 |
| S3 | 24.0 | 26.4 | 24.6 | 28.1 |
| S4 | 50.3 | 55.7 | 53.3 | 56.9 |
| S5 | 46.1 | 53.9 | 47.9 | 55.7 |
| S6 | 32.9 | 30.5 | 24.6 | 29.9 |
| S7 | 52.4 | 59.0 | 57.5 | 59.9 |
| S8 | 22.8 | 25.2 | 24.6 | 27.0 |
| S9 | 35.9 | 43.7 | 40.1 | 44.3 |
| S10 | 53.9 | 55.1 | 59.3 | 56.3 |
| Mean ± Std | 39.9 ± 13.1 | 43.9 ± 14.2 | 41.8 ± 14.8 | 45.2 ± 14.5 |