APE-GAN
Implementation APE-GAN (https://arxiv.org/pdf/1707.05474.pdf)
MNIST
1. Train CNN and Generate Adversarial Examples(FGSM)
python generate.py --eps 0.15
2. Train APE-GAN
python train.py --checkpoint ./checkpoint/mnist
3. Test
python test_model.py --eps 0.15 --gan_path ./checkpoint/mnist/3.tar
CIFAR-10
1. Train CNN and Generate Adversarial Examples(FGSM)
python generate.py --data cifar --eps 0.01
2. Train APE-GAN
python train.py --data cifar --epochs 30 --checkpoint ./checkpoint/cifar
3. Test
python test_model.py --data cifar --eps 0.01 --gan_path ./checkpoint/cifar/10.tar