20.500.12556/RUL-144727 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 deployment has also resulted in privacy concerns and evolving societal expectations about the appropriate use of the technology. For example, the ability to automatically extract age, gender, race, and health cues from biometric data has heightened concerns about privacy leakage. Face recognition technology, in particular, has been in the spotlight, and is now seen by many as posing a considerable risk to personal privacy. In response to these and similar concerns, researchers have intensified efforts towards developing techniques and computational models capable of ensuring privacy to individuals, while still facilitating the utility of face recognition technology in several application scenarios. These efforts have resulted in a multitude of privacy–enhancing techniques that aim at addressing privacy risks originating from biometric systems and providing technological solutions for legislative requirements set forth in privacy laws and regulations, such as GDPR. The goal of this overview paper is to provide a comprehensive introduction into privacy–related research in the area of biometrics and review existing work on Biometric Privacy–Enhancing Techniques (B–PETs) applied to face biometrics. To make this work useful for as wide of an audience as possible, several key topics are covered as well, including evaluation strategies used with B–PETs, existing datasets, relevant standards, and regulations and critical open issues that will have to be addressed in the future. image based biometrics face recognition privacy privacy–enhancing techniques biometrics data privacy online social networking image recognition security regulation slikovna biometrija prepoznavanje obrazov zasebnost tehnike izboljšave zasebnosti true false true Angleški jezik Slovenski jezik Članek v reviji 2023-03-09 15:18:35 2023-03-09 15:18:36 2023-03-22 12:41:10 0000-00-00 00:00:00 2021 0 0 Str. 4147-4183 Vol. 16 2021 0000-00-00 Zaloznikova Objavljeno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.93:57.087.1 1556-6013 10.1109/TIFS.2021.3096024 74973443 PrivacyEnhancing_Face_Biometrics_A_Comprehensive_Survey.pdf PrivacyEnhancing_Face_Biometrics_A_Comprehensive_Survey.pdf 1 34C83C040E980058CBDA0AD0851744B5 d6c6137ef91ca7e5595bcb70bd3eb5b9e799da26cde4a29d511bc2d8eb205e61 c2e676ee-be85-11ed-a314-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=167210 https://ieeexplore.ieee.org/document/9481149 1 40ca1405-be85-11ed-a314-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=167209 Fakulteta za računalništvo in informatiko Fakulteta za elektrotehniko 0 0 0