论文标题

虹膜身份验证和社交虚拟化头像的安全性权衡取舍

The Security-Utility Trade-off for Iris Authentication and Eye Animation for Social Virtual Avatars

论文作者

John, Brendan, Jörg, Sophie, Koppal, Sanjeev, Jain, Eakta

论文摘要

虚拟化身的凝视行为对于虚拟现实中社交互动期间的社会存在和感知的眼神接触至关重要。虚拟现实耳机的设计采用集成的眼睛跟踪设计,以实现引人注目的虚拟社交互动。本文表明,在眼睛跟踪捕获眼睛图像中使用的近红外摄像头包含用户的虹膜图案。由于虹膜模式是黄金标准生物识别,因此当前的技术使用户的生物识别身份处于危险之中。我们的第一个贡献是一种基于光学散焦的硬件解决方案,可从眼睛跟踪图像流中删除虹膜生物识别。我们用不同的内部参数表征该解决方案的性能。我们的第二个贡献是一项心理物理实验,具有相同的不同任务,该任务研究了使用该解决方案时对虚拟阿凡达的眼动的敏感性。通过得出检测阈值值,我们的发现提供了一系列Defocus参数,在这些参数中,眼睛运动的变化在对话设置中不会引起人们的注意。我们的第三个贡献是一项感知研究,旨在确定散焦参数对化身感知的眼神接触,专心,自然和真实性的影响。因此,如果用户希望保护其虹膜生物识别,我们的方法提供了一种平衡生物识别保护的解决方案,同时阻止其对话合作伙伴感知用户的虚拟头像有所不同。这项工作是第一个为VR/AR/XR应用程序开发安全的眼睛跟踪配置的工作,并激发该地区的未来工作。

The gaze behavior of virtual avatars is critical to social presence and perceived eye contact during social interactions in Virtual Reality. Virtual Reality headsets are being designed with integrated eye tracking to enable compelling virtual social interactions. This paper shows that the near infra-red cameras used in eye tracking capture eye images that contain iris patterns of the user. Because iris patterns are a gold standard biometric, the current technology places the user's biometric identity at risk. Our first contribution is an optical defocus based hardware solution to remove the iris biometric from the stream of eye tracking images. We characterize the performance of this solution with different internal parameters. Our second contribution is a psychophysical experiment with a same-different task that investigates the sensitivity of users to a virtual avatar's eye movements when this solution is applied. By deriving detection threshold values, our findings provide a range of defocus parameters where the change in eye movements would go unnoticed in a conversational setting. Our third contribution is a perceptual study to determine the impact of defocus parameters on the perceived eye contact, attentiveness, naturalness, and truthfulness of the avatar. Thus, if a user wishes to protect their iris biometric, our approach provides a solution that balances biometric protection while preventing their conversation partner from perceiving a difference in the user's virtual avatar. This work is the first to develop secure eye tracking configurations for VR/AR/XR applications and motivates future work in the area.

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