Table 6 Dynamic sampling with network camera image data [21]
Classifier | Acc. | Avg. F1 | WAvg. F1 |
|---|---|---|---|
(A) Basic CNN | 0.649 | 0.254 | 0.630 |
(B) Deep CNN features + SVM | 0.746 | 0.528 | 0.747 |
(C) TL + no aug. | 0.765 | 0.432 | 0.755 |
(D) TL + basic aug. | 0.792 | 0.502 | 0.779 |
(E) TL + balanced aug. | 0.759 | 0.553 | 0.766 |
(F) Proposed model | 0.802 | 0.599 | 0.794 |