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Security and Communication Networks
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2020
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Article
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Tab 5
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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.
Target
Source
ResNet-18
FGSM
BIM
PGD
FGSM
BIM
PGD
VGG-16
Without
32.6
19.7
18.6
23.48
13.6
12.7
Defense with
43.1
33.7
35.6