Research Article

Cycle-Consistent Adversarial GAN: The Integration of Adversarial Attack and Defense

Table 5

Classification accuracy of adversarial examples generated by different methods transferred between different models on CIFAR10.

TargetSource
ResNet-18
FGSMBIMPGD
FGSMBIMPGD

VGG-16Without 32.619.718.623.4813.612.7
Defense with 43.133.735.6