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Security and Communication Networks
/
2020
/
Article
/
Tab 8
/
Research Article
Cycle-Consistent Adversarial GAN: The Integration of Adversarial Attack and Defense
Table 8
Comparison with the state-of-the-art attack methods. Run time is measured for generating 1,0000 adversarial instances during test time.
FGSM [
8
]
BIM [
9
]
PGD [
24
]
CycleAdvGAN
Attack
Defense
Run time
1.734s
18.436s
20.256s
0.52
s
0.53
s