Table 2.
Motion classification accuracy with the training and test data, and ANN complexity when only the normalized variances of DWT decomposition coefficients are used as features.
| level | classification accuracy (%)
|
ANN complexity | |
|---|---|---|---|
| training | test | ||
| 1 | 95.3 | 78.5 | 4:10:8 |
| 2 | 99.2 | 91.3 | 6:8:8 |
| 3 | 100 | 93.2 | 8:8:8 |
| 4 | 100 | 84.5 | 10:8:8 |
| 5 | 100 | 95.1 | 12:8:8 |
| 6 | 100 | 93.6 | 14:8:8 |
| 7 | 100 | 89.8 | 16:8:8 |
| 8 | 100 | 84.7 | 18:8:8 |