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Presentation-Level Privacy Protection Techniques for Automated Face Recognition - A Survey

Hasan, Md. Rezwan, Guest, Richard, Deravi, Farzin (2023) Presentation-Level Privacy Protection Techniques for Automated Face Recognition - A Survey. ACM Computing Surveys, 56 (13s). pp. 1-27. ISSN 1557-7341. (doi:10.1145/3583135) (KAR id:100135)

Abstract

The use of Biometric Facial Recognition (FR) Systems have become increasingly widespread, especially since the advent of deep neural network-based architectures (DNNs). Although FR systems provide substantial benefits in terms of security and safety, the use of these systems also raises significant privacy concerns. This paper discusses recent advances in facial identity hiding techniques, focusing on privacy protection approaches that hide or protect facial biometric data before camera devices capture the data. Moreover, we also discuss the state-of-the-art methods used to evaluate such privacy protection techniques. The primary motivation of this survey is to assess the relative performance of facial privacy protection methods and identify open challenges and future work that needs to be considered in this research area.

Item Type: Article
DOI/Identification number: 10.1145/3583135
Uncontrolled keywords: General Computer Science, Theoretical Computer Science
Subjects: Q Science > QA Mathematics (inc Computing science)
T Technology > TA Engineering (General). Civil engineering (General)
Divisions: Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Engineering and Digital Arts
SWORD Depositor: JISC Publications Router
Depositing User: JISC Publications Router
Date Deposited: 24 Feb 2023 14:37 UTC
Last Modified: 05 Nov 2024 13:05 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/100135 (The current URI for this page, for reference purposes)

University of Kent Author Information

Hasan, Md. Rezwan.

Creator's ORCID:
CReDIT Contributor Roles:

Guest, Richard.

Creator's ORCID: https://orcid.org/0000-0001-7535-7336
CReDIT Contributor Roles:

Deravi, Farzin.

Creator's ORCID: https://orcid.org/0000-0003-0885-437X
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