论文标题
戴口罩对面部识别表现的影响：探索性研究
The Effect of Wearing a Mask on Face Recognition Performance: an Exploratory Study
论文作者
论文摘要
面部识别已成为我们日常生活中必不可少的，作为一种方便且无接触的准确身份验证方法。诸如自动边界控制门的身份验证或电子设备的安全登录之类的过程越来越依赖于此类技术。最近的Covid-19大流行增加了卫生和非接触式认同验证的价值。然而，大流行导致大量使用面罩，这对于保持大流行的控制至关重要。在协作环境中，戴口罩对面部识别的影响目前很敏感，但研究不足。我们通过介绍一个特定收集的包含三个会话的数据库，每个会话都有三个不同的捕获说明，以模拟现实的用例。我们进一步研究了面部探针对三个表现最好的面部识别系统，两种学术解决方案和一个商业现成（COTS）系统的行为的影响。
Face recognition has become essential in our daily lives as a convenient and contactless method of accurate identity verification. Process such as identity verification at automatic border control gates or the secure login to electronic devices are increasingly dependant on such technologies. The recent COVID-19 pandemic have increased the value of hygienic and contactless identity verification. However, the pandemic led to the wide use of face masks, essential to keep the pandemic under control. The effect of wearing a mask on face recognition in a collaborative environment is currently sensitive yet understudied issue. We address that by presenting a specifically collected database containing three session, each with three different capture instructions, to simulate realistic use cases. We further study the effect of masked face probes on the behaviour of three top-performing face recognition systems, two academic solutions and one commercial off-the-shelf (COTS) system.
