Face Encryption via Frequency-Restricted Identity-Agnostic Attacks

Author:

Dong Xin1ORCID,Wang Rui1ORCID,Liang Siyuan2ORCID,Liu Aishan3ORCID,Jing Lihua1ORCID

Affiliation:

1. SKLOIS, Institute of Information Engineering, CAS & School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China

2. Chinese Academy of Sciences, China, Beijing, China

3. NLSDE, Beihang University, China, Institute of Dataspace, Hefei, China, Beijing, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference60 articles.

1. A review of privacy-preserving techniques for deep learning

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. MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices

4. Zhao Chen , Vijay Badrinarayanan , Chen-Yu Lee , and Andrew Rabinovich . 2018 a. Gradnorm: Gradient normalization for adaptive loss balancing in deep multitask networks . In International conference on machine learning. PMLR, 794--803 . Zhao Chen, Vijay Badrinarayanan, Chen-Yu Lee, and Andrew Rabinovich. 2018a. Gradnorm: Gradient normalization for adaptive loss balancing in deep multitask networks. In International conference on machine learning. PMLR, 794--803.

5. Valeriia Cherepanova , Micah Goldblum , Harrison Foley , Shiyuan Duan , John Dickerson , Gavin Taylor , and Tom Goldstein . 2021 . Lowkey: Leveraging adversarial attacks to protect social media users from facial recognition. arXiv preprint arXiv:2101.07922 (2021). Valeriia Cherepanova, Micah Goldblum, Harrison Foley, Shiyuan Duan, John Dickerson, Gavin Taylor, and Tom Goldstein. 2021. Lowkey: Leveraging adversarial attacks to protect social media users from facial recognition. arXiv preprint arXiv:2101.07922 (2021).

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