Towards Transferable Targeted 3D Adversarial Attack in the Physical World 面向物理世界的可迁移目标 3D 对抗攻击 Huang Y, Dong Y, Ruan S, et al. Towards Transferable Targeted 3D Adversarial Attack in the Physical World[C]//P
Given a targeted deep learning classification modelf_{c}\left( \cdot \right), an untargeted adversarial attack is to create an adversaryXadvof an imageXin classtsuch that it leads to a misclassification on the target classifier\left( i.e., \, f_{c}\left( X_{\rm adv} \right) \ne ...
This repository is the official implementation for "Towards Transferable Targeted 3D Adversarial Attack in the Physical World" (CVPR, 2024). We design a novel framework named TT3D that could rapidly reconstruct from few multi-view images into Transferable Targeted 3D textured meshes....
3) Sibling-Attack eval- uates transferable attacks against online commercial plat- forms and significantly improves the performance. 3. Methodology 3.1. Overview The targeted adversarial attack against FR, i.e., imper- sonation attack [13], spoofs the target...
In our investigation, we find, however, that simple transferable attacks which require neither additional data nor model training can achieve surprisingly high targeted transferability. This insight has been overlooked until now, mainly due to the widespread practice of unreasonably restricting attack ...
Also, for the first time, we observe a large proportion of targeted adversarial examples that are able to transfer with their target labels.We study geometric properties of the models in our evaluation. In particular, we show that the gradient directions of different models are orthogonal to ...
AdvPulse: Universal, Synchronization-free, and Targeted Audio Adversarial Attacks via Subsecond Perturbations Existing efforts in audio adversarial attacks only focus on the scenarios where an adversary has prior knowledge of the entire speech input so as to generate an adversarial example by aligning ...
adversarial dataset error rate(error)错误率是 D_{adv} 中f_{b}(x_{adv})\ne y_{true} 样本数的百分比 The untargeted transfer rate(uTR)定义D_{uTR} \subseteq D_{adv} ,包含被 f_{w} 误分类的元素 The targeted success rate(tSuc) 代表在 D_{adv} 中f_{b}(x_{adv})=y_{target} 的...
evaluation_modeis the evaluation mode of the attack (0:targeted ,1:untargeted) Other parameters can be founded in the script, or runpython attack.py -h. The default parameters are the ones used in the paper. The results will be saved inresults/exp0/with the original point cloud and atta...