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.

From: Automated acute pain prediction in domestic goats using deep learning-based models on video-recordings

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