Adversarial examples in the physical world

A Kurakin, IJ Goodfellow, S Bengio - Artificial intelligence safety …, 2018 - taylorfrancis.com
… To explore the possibility of physical adversarial examples we ran a series of experiments
with photos of adversarial examples. We printed clean and adversarial images, took photos of …

[PDF][PDF] Adversarial Examples in Physical World.

J Wang - IJCAI, 2021 - ijcai.org
… Now we are at-tempting to generate physical adversarial examplephysical world is becoming
more and more important. By making an intensive study of physical adversarial examples, …

Adversarial examples: attacks and defenses in the physical world

H Ren, T Huang, H Yan - International Journal of Machine Learning and …, 2021 - Springer
… We discuss the application of existing adversarial examplesadversarial example attack and
defense in the physical world… defense schemes adversarial examples in the physical world, …

Adversarial examples in the physical world: A survey

J Wang, X Liu, J Hu, D Wang, S Wu, T Jiang… - arXiv preprint arXiv …, 2023 - arxiv.org
… route map of the recent physical world adversarial attack studies for … from the physical world
adversarial examples from the … only benefit the physical world adversarial examples but also …

Physgan: Generating physical-world-resilient adversarial examples for autonomous driving

Z Kong, J Guo, A Li, C Liu - … of the IEEE/CVF conference on …, 2020 - openaccess.thecvf.com
… how they perform in the physical world, and more importantly, the … physical world
implementation. We present PhysGAN, which generates physical-world-resilient adversarial

Isometric 3d adversarial examples in the physical world

Y Dong, J Zhu, XS Gao - Advances in Neural Information …, 2022 - proceedings.neurips.cc
… Although these works demonstrate successful physical … of the adversarial objects in the
physical world. Mesh Attack [88] … of 3D adversarial attacks in the physical world, which we think is …

Synthesizing robust adversarial examples

A Athalye, L Engstrom, A Ilyas… - … conference on machine …, 2018 - proceedings.mlr.press
… Our results demonstrate the existence of 3D adversarial objects in the physical world. … We
evaluate physical adversarial examples over two 3Dprinted objects: one of a turtle (where we …

Adversarial example attacks in the physical world

H Ren, T Huang - Machine Learning for Cyber Security: Third …, 2020 - Springer
… and extended to the physical world. This paper comprehensively investigates the attack …
adversarial examples in the physical world. Firstly, the related concepts of adversarial examples

Robust audio adversarial example for a physical attack

H Yakura, J Sakuma - arXiv preprint arXiv:1810.11793, 2018 - arxiv.org
… We propose a method to generate audio adversarial examples that can attack a state-of-the-…
in the physical world. Previous work assumes that generated adversarial examples are …

Connecting the digital and physical world: Improving the robustness of adversarial attacks

STK Jan, J Messou, YC Lin, JB Huang… - Proceedings of the AAAI …, 2019 - aaai.org
… First, we propose a new method (called D2P) to generate robust adversarial examples
that can survive in the physical world. The core idea is to explicitly simulate the digital-to-…