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Facelock: familiarity-based graphical authentication

机译:Facelock:基于熟悉度的图形身份验证

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摘要

Authentication codes such as passwords and PIN numbers are widely used to control access to resources. One major drawback of these codes is that they are difficult to remember. Account holders are often faced with a choice between forgetting a code, which can be inconvenient, or writing it down, which compromises security. In two studies, we test a new knowledge-based authentication method that does not impose memory load on the user. Psychological research on face recognition has revealed an important distinction between familiar and unfamiliar face perception: When a face is familiar to the observer, it can be identified across a wide range of images. However, when the face is unfamiliar, generalisation across images is poor. This contrast can be used as the basis for a personalised ‘facelock’, in which authentication succeeds or fails based on image-invariant recognition of faces that are familiar to the account holder. In Study 1, account holders authenticated easily by detecting familiar targets among other faces (97.5% success rate), even after a one-year delay (86.1% success rate). Zero-acquaintance attackers were reduced to guessing (<1% success rate). Even personal attackers who knew the account holder well were rarely able to authenticate (6.6% success rate). In Study 2, we found that shoulder-surfing attacks by strangers could be defeated by presenting different photos of the same target faces in observed and attacked grids (1.9% success rate). Our findings suggest that the contrast between familiar and unfamiliar face recognition may be useful for developers of graphical authentication systems.
机译:身份验证代码(例如密码和PIN码)被广泛用于控制对资源的访问。这些代码的主要缺点是难以记住。帐户持有人通常会在忘记密码(可能会带来不便)或将其写下来(这会损害安全性)之间做出选择。在两项研究中,我们测试了一种新的基于知识的身份验证方法,该方法不会对用户造成内存负载。关于面部识别的心理学研究揭示了熟悉和不熟悉的面部感知之间的重要区别:当观察者熟悉面部时,可以在各种各样的图像中对其进行识别。但是,当脸部不熟悉时,图像间的综合性很差。这种对比可以用作个性化“面部锁”的基础,其中身份验证基于帐户持有人熟悉的面部图像的图像不变识别而成功或失败。在研究1中,即使在延迟一年(成功率86.1%)之后,帐户持有人也可以通过检测其他面孔中熟悉的目标来轻松进行身份验证(成功率97.5%)。零相识攻击者可以减少猜测(成功率<1%)。即使是非常了解帐户持有人的个人攻击者,也很少能够进行身份验证(成功率为6.6%)。在研究2中,我们发现陌生人的肩膀冲浪攻击可以通过在观察和攻击的网格中呈现相同目标面孔的不同照片来击败(成功率为1.9%)。我们的发现表明,熟悉和不熟悉的面部识别之间的对比可能对图形身份验证系统的开发人员有用。

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