Table 4 Testing results for the VGG-16 base and support Vector Machine (SVM) classifier with single train-test split 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

0.76

0.98

0.86

Painful

0.97

0.62

0.76

3

Non-painful

0.78

0.99

0.88

Painful

0.99

0.64

0.77