Table 8.
Test Case | Classifier | Partition | Left Hand Accuracy (%) | Right Hand Accuracy (%) | Combined Dataset Accuracy (%) |
---|---|---|---|---|---|
P1 | SVM | Training | 99.67 | 100 | 99.82 |
Validation | 98.26 | 100 | 100 | ||
Test | 100 | 100 | 100 | ||
ANN | Training | 99.67 | 99.63 | 99.82 | |
Validation | 99.13 | 100 | 100 | ||
Test | 100 | 100 | 100 | ||
P7 | SVM | Training | 99.73 | 100 | 99.82 |
Validation | 99.75 | 90 | 86.79 | ||
Test | 100 | 100 | 100 | ||
ANN | Training | 99.45 | 100 | 99.86 | |
Validation | 100 | 100 | 91.04 | ||
Test | 100 | 100 | 100 | ||
P11 | SVM | Training | 99.74 | 100 | 99.86 |
Validation | 89.01 | 88.61 | 88.82 | ||
Test | 100 | 88.89 | 100 | ||
ANN | Training | 99.74 | 100 | 99.86 | |
Validation | 89.01 | 96.2 | 90 | ||
Test | 98.33 | 100 | 99.12 |