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
AttackDefense

Run time1.734s18.436s20.256s0.52s0.53s