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Table 6 Dynamic sampling with network camera image data [21]

From: Survey on deep learning with class imbalance

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