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
96.90%
45.20%
28.00%
53.20%
97.90%
60.70%
28.60%
37.90%