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Table 8 Comparison between models with adversarial training and models without adversarial training

From: On the combination of data augmentation method and gated convolution model for building effective and robust intrusion detection

 

Model

ACCorig

ACCadv

Perturbation rate

Crafting rate

Adversarial sequences attack

CNN

96.40%

34.40%

19.50%

64.20%

 

GCNN

97.50%

35.40%

22.70%

63.70%

Adversarial training

CNN

96.90%

45.20%

28.00%

53.20%

 

GCNN

97.90%

60.70%

28.60%

37.90%