论文标题
通用消费者设备的RGB摄像机的抗繁殖方法的调查
A Survey On Anti-Spoofing Methods For Face Recognition with RGB Cameras of Generic Consumer Devices
论文作者
论文摘要
基于面部识别的生物识别系统的广泛部署使面部表现攻击检测(面部反欺骗)成为越来越关键的问题。这项调查彻底调查了过去二十年来仅需要通用消费者设备的RGB摄像机的面部表现攻击检测(PAD)方法。我们提出了现有面部垫方法的面向攻击方案的类型,并提供了50多种最新面垫方法及其相关问题的评论。我们对拟议类型学和按时间顺序排列的方法进行了全面的介绍,这些方法具有最大的影响。通过这样做,我们描述了面部垫领域的主要挑战,演变和当前趋势,并就其未来研究提供了见解。从实验的角度来看,本调查论文概述了可用的公共数据库和不同PAD方法的广泛比较实验结果。
The widespread deployment of face recognition-based biometric systems has made face Presentation Attack Detection (face anti-spoofing) an increasingly critical issue. This survey thoroughly investigates the face Presentation Attack Detection (PAD) methods, that only require RGB cameras of generic consumer devices, over the past two decades. We present an attack scenario-oriented typology of the existing face PAD methods and we provide a review of over 50 of the most recent face PAD methods and their related issues. We adopt a comprehensive presentation of the methods that have most influenced face PAD following the proposed typology, and in chronological order. By doing so, we depict the main challenges, evolutions and current trends in the field of face PAD, and provide insights on its future research. From an experimental point of view, this survey paper provides a summarized overview of the available public databases and extensive comparative experimental results of different PAD methods.