Privacy-enhancing technologies are technologies that implement fundamental data protection principles. With respect to biometric recognition, different types of privacy-enhancing technologies have been introduced for protecting stored biometric data which are generally classified as sensitive. In this regard, various taxonomies and conceptual categorizations have been proposed and standardization activities have been carried out. However, these efforts have mainly been devoted to certain sub-categories of privacy-enhancing technologies and therefore lack generalization. This work provides an overview of concepts of privacy-enhancing technologies for biometrics in a unified framework. Key aspects and differences between existing concepts are highlighted in detail at each processing step. Fundamental properties and limitations of existing approaches are discussed and related to data protection techniques and principles. Moreover, scenarios and methods for the assessment of privacy-enhancing technologies for biometrics are presented. This paper is meant as a point of entry to the field of biometric data protection and is directed towards experienced researchers as well as non-experts.
翻译:关于生物鉴别识别,采用了不同类型的隐私强化技术来保护储存的生物鉴别数据,一般将其归类为敏感数据;在这方面,提出了各种分类和概念分类,并开展了标准化活动;然而,这些努力主要针对某些加强隐私技术的子类别,因此缺乏普遍性;这项工作在统一的框架内概述了生物鉴别技术的隐私增强技术概念;每个处理步骤都详细突出现有概念之间的关键方面和差异;讨论了现有方法的基本特性和局限性,并与数据保护技术和原则有关;此外,还介绍了评估增强生物鉴别技术的情景和方法,作为生物鉴别数据保护领域的一个切入点,面向有经验的研究人员和非专家。