Face recognition technology has been widely used in daily interactive applications such as checking-in and mobile payment due to its convenience and high accuracy. However, its vulnerability to presentation attacks (PAs) limits its reliable use in ultra-secure applicational scenarios. A presentation attack is first defined in ISO standard as: a presentation to the biometric data capture subsystem with the goal of interfering with the operation of the biometric system. Specifically, PAs range from simple 2D print, replay and more sophisticated 3D masks and partial masks. To defend the face recognition systems against PAs, both academia and industry have paid extensive attention to developing face presentation attack detection (PAD) technology (or namely `face anti-spoofing (FAS)').
翻译:面部识别技术由于方便和高度精确,在日常互动应用中广泛使用,如报到和移动支付,然而,由于容易受演示攻击(PAs)的影响,限制了其在超安全应用情景下的可靠使用,标准化组织标准最初将演示攻击定义为:向生物鉴别数据捕获子系统演示,目的是干扰生物鉴别系统的运作;具体地说,PAs的范围从简单的2D打印、重装和较先进的3D面罩和部分面罩不等;为了保护针对PAs的面部识别系统,学术界和工业界都广泛注意开发面部识别攻击技术(即“面部反伪”技术)。