Learning to Learn Transferable Attack

This is the project page of our paper:

Learning to Learn Transferable Attack
Fang, S., Li, J., Lin, X., & Ji, R.
AAAI 2022. arxiv

Run

• images/dev_dataset.csv contains only URLs of the images. Download these images and put them into images
• Generate adverial examples and the results will be saved in output
  • ResNet-50 as the source model: python main.py --source-model resnet50
  • DenseNet-121 as the source model: python main.py --source-model densenet121
• Download the adversarially trained models in here
• To evaluate success rate
  • Attack naturally trained models: python eval/evaluate_NT_trained.py --adv-dir output
  • Attack adversarially trained models: python eval/evaluate_AT_trained.py --adv-dir output