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AdvAD: Exp...
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Arxiv

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Image Credit: Arxiv

AdvAD: Exploring Non-Parametric Diffusion for Imperceptible Adversarial Attacks

  • Imperceptible adversarial attacks aim to fool DNNs by adding imperceptible perturbation to the input data.
  • AdvAD is a novel non-parametric diffusion-based method for crafting imperceptible adversarial examples.
  • AdvAD achieves high attack efficacy and imperceptibility with lower overall perturbation strength.
  • Extensive experiments demonstrate the effectiveness of AdvAD, outperforming state-of-the-art imperceptible attacks.

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