Efficient Joint Gradient Based Attack Against SOR Defense for 3D Point Cloud Classification
Chengcheng Ma, Weiliang Meng, Baoyuan Wu, Shibiao Xu, Xiaopeng Zhang
2020Year
49Citations
14Top-tier citations
Abstract
Deep learning based classifiers on 3D point cloud data have been shown vulnerable to adversarial examples, while a defense strategy named Statistical Outlier Removal (SOR) is widely adopted to defend adversarial examples successfully, by discarding outlier points in the point cloud.
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Install the CLIlune papers get 1f418181-29fb-4214-b3e0-63a4c6955f2bCited by top-tier papers14
- PointBA: Towards Backdoor Attacks in 3D Point CloudXinke Li, Zhirui Chen, Yue Zhao, Zekun Tong et al.ICCV 2021 · 62 citations
- Generating Transferable 3D Adversarial Point Cloud via Random Perturbation FactorizationBangyan He, Jian Liu, Yiming Li, Siyuan Liang et al.AAAI 2023 · 53 citations
- Isometric 3D Adversarial Examples in the Physical WorldYibo Miao, Yinpeng Dong, Jun Zhu, Xiao-Shan GaoNeurIPS 2022 · 45 citations
- Effective and Efficient Vote Attack on Capsule NetworksJindong Gu, Baoyuan Wu, Volker TrespICLR 2021 · 28 citations
- Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks with Implicit GradientsKaidong Li, Ziming Zhang, Cuncong Zhong, Guanghui WangCVPR 2022 · 24 citations
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