Table 5 Performance metrics for PCA-LBP and traditional LBP algorithms.
Action | Algorithm | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | Average latency (ms) |
|---|---|---|---|---|---|---|
Kicking | PCA-LBP | 96 | 95 | 94 | 94.5 | 25 |
LBP | 82 | 80 | 79 | 79.5 | 30 | |
Dribbling | PCA-LBP | 92 | 91 | 90 | 90.5 | 28 |
LBP | 64 | 63 | 62 | 62.5 | 34 | |
Stopping | PCA-LBP | 86 | 85 | 84 | 84.5 | 26 |
LBP | 66 | 65 | 64 | 64.5 | 31 | |
Fake action | PCA-LBP | 90 | 89 | 88 | 88.5 | 27 |
LBP | 58 | 57 | 56 | 56.5 | 32 |
