SoundLock: A Novel User Authentication Scheme for VR Devices Using Auditory-Pupillary Response

Huadi Zhu, Mingyan Xiao, Demoria Sherman, Ming Li

Research output: Contribution to conferencePresentation

Abstract

Virtual Reality (VR) has shown promising potential in many applications, such as e-business, healthcare, and social networking. Rich information regarding users' activities and online accounts is stored in VR devices. If {they are} carelessly unattended, adversarial access will cause data breaches and other critical consequences. Practical user authentication schemes for VR devices are in dire need. Current solutions, including passwords, digital PINs, and pattern locks, mostly follow conventional approaches for general personal devices. They have been criticized for deficits in both security and usability. In this work, we propose SoundLock, a novel user authentication scheme for VR devices using auditory-pupillary response as biometrics. During authentication, auditory stimuli are presented to the user via the VR headset. The corresponding pupillary response is captured by the integrated eye tracker. User's legitimacy is then determined by comparing the response with the template generated during the enrollment stage. To strike a balance between security and usability in the scheme design, an optimization problem is formulated. Due to its non-linearity, a two-stage heuristic algorithm is proposed to solve it efficiently. The solution provides necessary guidance for selecting effective auditory stimuli and determining their corresponding lengths. We demonstrate through extensive in-field experiments that SoundLock outperforms state-of-the-art biometric solutions with FAR (FRR) as low as 0.76% (0.91%) and is well received among participants in the user study.
Original languageAmerican English
StatePublished - 2 Mar 2023
Externally publishedYes
EventThe Network and Distributed System Security Symposium (NDSS) 2023 - San Diego, CA
Duration: 2 Mar 2023 → …

Conference

ConferenceThe Network and Distributed System Security Symposium (NDSS) 2023
Period2/03/23 → …

EGS Disciplines

  • Computer Sciences

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