Table 5 Testing results for the VGG-16 base and support Vector Machine (SVM) classifier with 5-folds cross-validation separated by class, at 1 and 3 frames per second (FPS) extraction rates.
FPS | Precision | Recall | F1 | |
|---|---|---|---|---|
1 | Non-painful | 0.97 | 0.69 | 0.81 |
Painful | 0.80 | 0.98 | 0.88 | |
3 | Non-painful | 0.93 | 0.57 | 0.70 |
Painful | 0.75 | 0.97 | 0.84 |