Privacy–enhancing face biometrics: A comprehensive survey
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 …
now used across a number of services and applications. However, this widespread …
An overview of privacy-enhancing technologies in biometric recognition
Privacy-enhancing technologies are technologies that implement fundamental data
protection principles. With respect to biometric recognition, different types of privacy …
protection principles. With respect to biometric recognition, different types of privacy …
Demographic bias in biometrics: A survey on an emerging challenge
P Drozdowski, C Rathgeb, A Dantcheva… - … on Technology and …, 2020 - ieeexplore.ieee.org
Systems incorporating biometric technologies have become ubiquitous in personal,
commercial, and governmental identity management applications. Both cooperative (eg …
commercial, and governmental identity management applications. Both cooperative (eg …
PrivacyNet: Semi-adversarial networks for multi-attribute face privacy
Recent research has established the possibility of deducing soft-biometric attributes such as
age, gender, and race from an individual's face image with high accuracy. However, this …
age, gender, and race from an individual's face image with high accuracy. However, this …
RAPP: Reversible privacy preservation for various face attributes
The tremendous progress in deep learning has enabled to extract soft-biometric attributes
from faces, which raises privacy concerns over images collected for face recognition …
from faces, which raises privacy concerns over images collected for face recognition …
Identity-preserving face anonymization via adaptively facial attributes obfuscation
With the popularity of using computer vision technology in monitoring system, there is an
increasing societal concern on intruding people's privacy as the captured images/videos …
increasing societal concern on intruding people's privacy as the captured images/videos …
Pass: protected attribute suppression system for mitigating bias in face recognition
Face recognition networks encode information about sensitive attributes while being trained
for identity classification. Such encoding has two major issues:(a) it makes the face …
for identity classification. Such encoding has two major issues:(a) it makes the face …
PulseEdit: Editing physiological signals in facial videos for privacy protection
Recent studies have shown that physiological signals such as heart beat and breathing can
be remotely captured from human faces using a regular color camera under ambient light …
be remotely captured from human faces using a regular color camera under ambient light …
[HTML][HTML] GaitPrivacyON: Privacy-preserving mobile gait biometrics using unsupervised learning
P Delgado-Santos, R Tolosana, R Guest… - Pattern Recognition …, 2022 - Elsevier
Numerous studies in the literature have already shown the potential of biometrics on mobile
devices for authentication purposes. However, it has been shown that, the learning …
devices for authentication purposes. However, it has been shown that, the learning …
Machine learning explainability via microaggregation and shallow decision trees
Artificial intelligence (AI) is being deployed in missions that are increasingly critical for
human life. To build trust in AI and avoid an algorithm-based authoritarian society …
human life. To build trust in AI and avoid an algorithm-based authoritarian society …