Synthetic data for face recognition: Current state and future prospects

F Boutros, V Struc, J Fierrez, N Damer - Image and Vision Computing, 2023‏ - Elsevier
Over the past years, deep learning capabilities and the availability of large-scale training
datasets advanced rapidly, leading to breakthroughs in face recognition accuracy. However …

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 …

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 learning in the field of biometric template protection: An overview

C Rathgeb, J Kolberg, A Uhl, C Busch - arxiv preprint arxiv:2303.02715, 2023‏ - arxiv.org
Today, deep learning represents the most popular and successful form of machine learning.
Deep learning has revolutionised the field of pattern recognition, including biometric …

PrivacyProber: Assessment and detection of soft–biometric privacy–enhancing techniques

P Rot, K Grm, P Peer, V Štruc - IEEE Transactions on …, 2023‏ - ieeexplore.ieee.org
Soft–biometric privacy-enhancing techniques represent machine learning methods that aim
to: i) mitigate privacy concerns associated with face recognition by suppressing soft …

An attack on facial soft-biometric privacy enhancement

D Osorio-Roig, C Rathgeb… - … and Identity Science, 2022‏ - ieeexplore.ieee.org
In the recent past, different researchers have proposed privacy-enhancing face recognition
systems designed to conceal soft-biometric attributes at feature level. These works have …

Future trends in digital face manipulation and detection

R Tolosana, C Rathgeb, R Vera-Rodriguez… - Handbook of Digital …, 2022‏ - Springer
Recently, digital face manipulation and its detection have sparked large interest in industry
and academia around the world. Numerous approaches have been proposed in the …

Reversing Deep Face Embeddings with Probable Privacy Protection

D Osorio-Roig, PA Gerlitz, C Rathgeb… - … Forensics and Security …, 2023‏ - ieeexplore.ieee.org
Generally, privacy-enhancing face recognition systems are designed to offer permanent
protection of face embeddings. Recently, so-called soft-biometric privacy-enhancement …

Privacy in the metaverse

CL Bigsby - 2024‏ - search.proquest.com
This study aimed to investigate the privacy concerns of individuals in the Metaverse and
determine whether they were the same as those in the real world. The study addressed the …

[PDF][PDF] Privacy protection generalization with adversarial fusion

H Wang, G Sun, K Zheng, H Li, J Liu, Y Bai - Math. Biosci. Eng, 2022‏ - aimspress.com
Several biometric privacy-enhancing techniques have been appraised to protect face image
privacy. However, a face privacy protection algorithm is usually designed for a specific face …