ALA: Naturalness-aware Adversarial Lightness Attack

Author:

Huang Yihao1ORCID,Sun Liangru2ORCID,Guo Qing3ORCID,Juefei-Xu Felix4ORCID,Zhu Jiayi2ORCID,Feng Jincao5ORCID,Liu Yang6ORCID,Pu Geguang5ORCID

Affiliation:

1. Nanyang Technological University, Singapore, Singapore

2. East China Normal University, Shanghai, China

3. Agency for Science, Technology and Research, Singapore, Singapore

4. Meta AI, New York, USA

5. East China Normal University & Shanghai Industrial Control Safety Innovation Technology Co., Ltd, Shanghai, China

6. Zhejiang Sci-Tech University & Nanyang Technological University, Singapore, Singapore

Funder

Nanyang Technological University (NTU)-DESAY SV Research Program

National Key Research and Development Program China

National Research Foundation Singapore

Publisher

ACM

Reference33 articles.

1. Lei Bu , Zhe Zhao , Yuchao Duan , and Fu Song . 2021. Taking care of the discretization problem: A comprehensive study of the discretization problem and a black-box adversarial attack in discrete integer domain . IEEE Transactions on Dependable and Secure Computing ( 2021 ). Lei Bu, Zhe Zhao, Yuchao Duan, and Fu Song. 2021. Taking care of the discretization problem: A comprehensive study of the discretization problem and a black-box adversarial attack in discrete integer domain. IEEE Transactions on Dependable and Secure Computing (2021).

2. Nicholas Carlini and David Wagner . 2017. Towards evaluating the robustness of neural networks. In 2017 ieee symposium on security and privacy (sp) . IEEE , 39--57. Nicholas Carlini and David Wagner. 2017. Towards evaluating the robustness of neural networks. In 2017 ieee symposium on security and privacy (sp). IEEE, 39--57.

3. ImageNet: A large-scale hierarchical image database

4. Boosting Adversarial Attacks with Momentum

5. Logan Engstrom , Brandon Tran , Dimitris Tsipras , Ludwig Schmidt , and Aleksander Madry . 2019 . Exploring the landscape of spatial robustness . In International Conference on Machine Learning. PMLR , 1802--1811. Logan Engstrom, Brandon Tran, Dimitris Tsipras, Ludwig Schmidt, and Aleksander Madry. 2019. Exploring the landscape of spatial robustness. In International Conference on Machine Learning. PMLR, 1802--1811.

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