Table 3.
Motion classification accuracy with the training and test data, and ANN complexity when the normalized variances and the EDRs of the DWT decomposition coefficients are used as features.
| level | classification accuracy (%)
|
ANN complexity | |
|---|---|---|---|
| training | test | ||
| 1 | 98.4 | 84.8 | 8:10:8 |
| 2 | 100 | 89.4 | 12:10:8 |
| 3 | 100 | 93.2 | 16:10:8 |
| 4 | 100 | 89.4 | 20:10:8 |
| 5 | 100 | 95.1 | 24:10:8 |
| 6 | 100 | 95.1 | 28:10:8 |
| 7 | 100 | 82.4 | 32:10:8 |
| 8 | 100 | 91.2 | 36:10:8 |