Presentation-level privacy protection techniques for automated face recognition—A survey

MR Hasan, R Guest, F Deravi - ACM Computing Surveys, 2023 - dl.acm.org
The use of Biometric Facial Recognition (FR) systems have become increasingly
widespread, especially since the advent of deep neural network-based architectures …

Privacy–enhancing face biometrics: A comprehensive survey

B Meden, P Rot, P Terhörst, N Damer… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Biometric recognition technology has made significant advances over the last decade and is
now used across a number of services and applications. However, this widespread …

Privacy preserving face recognition utilizing differential privacy

MAP Chamikara, P Bertok, I Khalil, D Liu… - Computers & Security, 2020 - Elsevier
Facial recognition technologies are implemented in many areas, including but not limited to,
citizen surveillance, crime control, activity monitoring, and facial expression evaluation …

An overview of privacy-enhancing technologies in biometric recognition

P Melzi, C Rathgeb, R Tolosana… - ACM Computing …, 2024 - dl.acm.org
Privacy-enhancing technologies are technologies that implement fundamental data
protection principles. With respect to biometric recognition, different types of privacy …

Deep face fuzzy vault: Implementation and performance

C Rathgeb, J Merkle, J Scholz, B Tams… - Computers & …, 2022 - Elsevier
Biometric technologies, especially face recognition, have become an essential part of
identity management systems worldwide. In deployments of biometrics, secure storage of …

Maad-face: A massively annotated attribute dataset for face images

P Terhörst, D Fährmann, JN Kolf… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Soft-biometrics play an important role in face biometrics and related fields since these might
lead to biased performances, threaten the user's privacy, or are valuable for commercial …

Multi-ive: Privacy enhancement of multiple soft-biometrics in face embeddings

P Melzi, HO Shahreza, C Rathgeb… - Proceedings of the …, 2023 - openaccess.thecvf.com
This study focuses on the protection of soft-biometric attributes related to the demographic
information of individuals that can be extracted from compact representations of face …

Beyond identity: What information is stored in biometric face templates?

P Terhörst, D Fährmann, N Damer… - … joint conference on …, 2020 - ieeexplore.ieee.org
Deeply-learned face representations enable the success of current face recognition
systems. Despite the ability of these representations to encode the identity of an individual …

On soft-biometric information stored in biometric face embeddings

P Terhörst, D Fährmann, N Damer… - … and Identity Science, 2021 - ieeexplore.ieee.org
The success of modern face recognition systems is based on the advances of deeply-
learned features. These embeddings aim to encode the identity of an individual such that …

Differentially private adversarial auto-encoder to protect gender in voice biometrics

O Chouchane, M Panariello, O Zari… - Proceedings of the …, 2023 - dl.acm.org
Over the last decade, the use of Automatic Speaker Verification (ASV) systems has become
increasingly widespread in response to the growing need for secure and efficient identity …