4.4 Article

Continuous Authentication With Touch Behavioral Biometrics and Voice on Wearable Glasses

期刊

IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS
卷 47, 期 3, 页码 404-416

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/THMS.2016.2623562

关键词

Behavioral biometric; continuous authentication; noninvasive; voice authentication; wearable glasses

资金

  1. U.S. National Science Foundation [CNS-1250180, CNS-1253506 (CAREER)]
  2. Division Of Computer and Network Systems
  3. Direct For Computer & Info Scie & Enginr [1253506] Funding Source: National Science Foundation

向作者/读者索取更多资源

Wearable glasses are on the rising edge of development with great user popularity. However, user data stored on these devices bring privacy risks to the owner. To better protect the owner's privacy, a continuous authentication system is needed. In this paper, we propose a continuous and noninvasive authentication system for wearable glasses, named GlassGuard. GlassGuard discriminates the owner and an impostor with behavioral biometrics from six types of touch gestures (single-tap, swipe forward, swipe backward, swipe down, two-finger swipe forward, and two-finger swipe backward) and voice commands, which are all available during normal user interactions. With data collected from 32 users on Google Glass, we show that GlassGuard achieves 99% detection rate and 0.5% false alarm rate after 3.5 user events on average when all types of user events are available with equal probability. Under five typical usage scenarios, the system has a detection rate above 93% and a false alarm rate below 3% after less than five user events.

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