Table 5  Evaluating Precision, Recall, F-Score, and Number of Samples for Each Behavior Action Class.
Detected Activities  Precision  Recall  F-Score  Number of Samples for Transfer Learning
Person Count  0.77  0.91  0.83  834
Doorknob  0.89  0.73  0.80  621
Touching with Hand  0.82  0.71  0.76  633
Coughing  0.84  0.82  0.83  603
Hugging  0.96  0.61  0.74  634
Hand Shaking  0.73  0.58  0.78  608
Supplementary Materials includes a demo video showing the results of the smart camera deep learning detection algorithm.