Revisiting the Adversarial Transferability: Towards a Perspective of Semantic Preservation

Environments

• python 3.8.18
• torch 2.1.0
• torchvision 0.16.0

Quick Start

Prepare the data

The ImageNet-compatible dataset is from https://github.com/cleverhans-lab/cleverhans/tree/master/cleverhans_v3.1.0/examples/nips17_adversarial_competition/dataset. You can put the data in './dataset'

Generate adversarial examples

• Generate the adversarial examples with our proposed Selfmix:

python attack.py