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Method

method

Dataset and pretrained model download

  1. download the pre-trained classifier on GTSRD from https://drive.google.com/drive/folders/1l4s6XLx9PVRSUl1ZXUguK8Wa_1pGXkBH?usp=sharing
  2. collect digital and physical images dataset of GTSRD or ImageNet , put them in image folder like this:
image
	|
	|--label1
	|       |--TrainA(digital)
	|       |--TrainB(physical)
	|
	|--label2
	|       |--TrainA(digital)
	|       |--TrainB(physical)
	|--label3
	|       |--TrainA(digital)
	|       |--TrainB(physical)
	.
	.
	.
  1. run ./run.sh to train the GAN networks

  2. run ./run_test.sh to finetune the GAN on unseen images and unseen classifiers

  3. evaluate the generated adversarial images in checkpoints folder

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