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Author:

Sun, Guangmin (Sun, Guangmin.) | Wang, Hao (Wang, Hao.) | Bai, Yu (Bai, Yu.) | Zheng, Kun (Zheng, Kun.) | Zhang, Yanjun (Zhang, Yanjun.) | Li, Xiaoyong (Li, Xiaoyong.) | Liu, Jie (Liu, Jie.)

Indexed by:

EI Scopus SCIE

Abstract:

Recent works have illustrated that many facial privacy protection methods are effective in specific face recognition algorithms. However, the COVID-19 pandemic has promoted the rapid innovation of face recognition algorithms for face occlusion, especially for the face wearing a mask. It is tricky to avoid being tracked by artificial intelligence only through ordinary props because many facial feature extractors can determine the ID only through a tiny local feature. Therefore, the ubiquitous high-precision camera makes privacy protection worrying. In this paper, we establish an attack method directed against liveness detection. A mask printed with a textured pattern is proposed, which can resist the face extractor optimized for face occlusion. We focus on studying the attack efficiency in adversarial patches mapping from two-dimensional to three-dimensional space. Specifically, we investigate a projection network for the mask structure. It can convert the patches to fit perfectly on the mask. Even if it is deformed, rotated and the lighting changes, it will reduce the recognition ability of the face extractor. The experimental results show that the proposed method can integrate multiple types of face recognition algorithms without significantly reducing the training performance. If we combine it with the static protection method, people can prevent face data from being collected.

Keyword:

facial recognition nonlinear transformation transferability privacy protection neural network adversarial attacks spatial mapping

Author Community:

  • [ 1 ] [Sun, Guangmin]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Zheng, Kun]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Liu, Jie]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Wang, Hao]Beijing Univ Technol, Network & Informat Technol Ctr, Beijing 100124, Peoples R China
  • [ 5 ] [Zhang, Yanjun]Beijing Univ Technol, Network & Informat Technol Ctr, Beijing 100124, Peoples R China
  • [ 6 ] [Li, Xiaoyong]Beijing Univ Technol, Network & Informat Technol Ctr, Beijing 100124, Peoples R China
  • [ 7 ] [Bai, Yu]Beijing Friendship Hosp, Med Engn Div, Beijing 100050, Peoples R China

Reprint Author's Address:

  • [Wang, Hao]Beijing Univ Technol, Network & Informat Technol Ctr, Beijing 100124, Peoples R China;;

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Source :

MATHEMATICAL BIOSCIENCES AND ENGINEERING

ISSN: 1547-1063

Year: 2023

Issue: 2

Volume: 20

Page: 1820-1840

2 . 6 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:9

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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