PointCRT: Detecting Backdoor in 3D Point Cloud via Corruption Robustness

Author:

Hu Shengshan1ORCID,Liu Wei1ORCID,Li Minghui1ORCID,Zhang Yechao1ORCID,Liu Xiaogeng1ORCID,Wang Xianlong1ORCID,Zhang Leo Yu2ORCID,Hou Junhui3ORCID

Affiliation:

1. Huazhong University of Science and Technology, Wuhan, China

2. Deakin University, Geelong, Australia

3. City University of Hong Kong, Kowloon Tong, China

Funder

National Natural Science Foundation of China

Hubei Province Key R&D Technology Special Innovation Project

Publisher

ACM

Reference54 articles.

1. Angel X. Chang , Thomas Funkhouser , Leonidas Guibas , Pat Hanrahan , Qixing Huang , Zimo Li , Silvio Savarese , Manolis Savva , Shuran Song , Hao Su , 2015 . Shapenet: An information-rich 3D model repository. arXiv preprint arXiv:1512.03012 (2015). Angel X. Chang, Thomas Funkhouser, Leonidas Guibas, Pat Hanrahan, Qixing Huang, Zimo Li, Silvio Savarese, Manolis Savva, Shuran Song, Hao Su, et al. 2015. Shapenet: An information-rich 3D model repository. arXiv preprint arXiv:1512.03012 (2015).

2. Bryant Chen Wilka Carvalho Nathalie Baracaldo Heiko Ludwig Ben Edwards Taesung Lee Ian Molloy and B. Srivastava. 2018. Detecting backdoor attacks on deep neural networks by activation clustering. arXiv preprint arXiv:1811.03728 (2018). Bryant Chen Wilka Carvalho Nathalie Baracaldo Heiko Ludwig Ben Edwards Taesung Lee Ian Molloy and B. Srivastava. 2018. Detecting backdoor attacks on deep neural networks by activation clustering. arXiv preprint arXiv:1811.03728 (2018).

3. Edward Chou , Florian Tramèr , Giancarlo Pellegrino , and Dan Boneh . 2018. SentiNet: Detecting physical attacks against deep learning systems. arXiv preprint arXiv:1812.00292 ( 2018 ). Edward Chou, Florian Tramèr, Giancarlo Pellegrino, and Dan Boneh. 2018. SentiNet: Detecting physical attacks against deep learning systems. arXiv preprint arXiv:1812.00292 (2018).

4. Black-box Detection of Backdoor Attacks with Limited Information and Data

5. Linkun Fan , Fazhi He , Qingchen Guo , Wei Tang , Xiaolin Hong , and Bing Li. 2022. Be careful with rotation: A uniform backdoor pattern for 3D shape. arXiv preprint arXiv:2211.16192 ( 2022 ). Linkun Fan, Fazhi He, Qingchen Guo, Wei Tang, Xiaolin Hong, and Bing Li. 2022. Be careful with rotation: A uniform backdoor pattern for 3D shape. arXiv preprint arXiv:2211.16192 (2022).

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2. ECLIPSE: Expunging Clean-Label Indiscriminate Poisons via Sparse Diffusion Purification;Lecture Notes in Computer Science;2024

3. PointAPA: Towards Availability Poisoning Attacks in 3D Point Clouds;Lecture Notes in Computer Science;2024

4. iBA: Backdoor Attack on 3D Point Cloud via Reconstructing Itself;IEEE Transactions on Information Forensics and Security;2024

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