Free-Form Gaze Passwords from Cameras Embedded in Smart Glasses. Friström, E., Lius, E., Ulmanen, N., Hietala, P., Kärkkäinen, P., Mäkinen, T., Sigg, S., & Findling, R. D. In 17th International Conference on Advances in Mobile Computing and Multimedia, 2019.
Free-Form Gaze Passwords from Cameras Embedded in Smart Glasses [pdf]Paper  abstract   bibtex   2 downloads  
Contemporary personal mobile devices support a variety of authentication approaches, featuring different levels of security and usability. With cameras embedded in smart glasses, seamless, hands-free mobile authentication based on gaze is possible. Gaze authentication relies on knowledge as a secret, and gaze passwords are composed from a series of gaze points or gaze gestures. This paper investigates the concept of free-form mobile gaze passwords. Instead of relying on gaze gestures or points, free-form gaze gestures exploit the trajectory of the gaze over time. We collect and investigate a set of 29 different free-form gaze passwords from 19 subjects. In addition, the practical security of the approach is investigated in a study with 6 attackers observing eye movements during password input to subsequently perform spoofing. Our investigation indicates that most free-form gaze passwords can be expressed as a set of common geometrical shapes. Further, our free-form gaze authentication yields a true positive rate of 81% and a false positive rate with other gaze passwords of 12%, while targeted observation and spoofing is successful in 17.5% of all cases. Our usability study reveals that further work on the usability of gaze input is required as subjects reported that they felt uncomfortable creating and performing free-form passwords.
@InProceedings{Fristroem_19_FreeFormGaze,
  author    = {Eira Fristr\"om and Elias Lius and Niki Ulmanen and Paavo Hietala and Pauliina K\"arkk\"ainen and Tommi M\"akinen and Stephan Sigg and Rainhard Dieter Findling},
  booktitle = {17th International Conference on Advances in Mobile Computing and Multimedia},
  title     = {Free-Form Gaze Passwords from Cameras Embedded in Smart Glasses},
  year      = {2019},
  abstract  = {Contemporary personal mobile devices support a variety of authentication approaches, featuring different levels of security and usability. With cameras embedded in smart glasses, seamless, hands-free mobile authentication based on gaze is possible. Gaze authentication relies on knowledge as a secret, and gaze passwords are composed from a series of gaze points or gaze gestures. This paper investigates the concept of free-form mobile gaze passwords. Instead of relying on gaze gestures or points, free-form gaze gestures exploit the trajectory of the gaze over time. We collect and investigate a set of 29 different free-form gaze passwords from 19 subjects. In addition, the practical security of the approach is investigated in a study with 6 attackers observing eye movements during password input to subsequently perform spoofing. Our investigation indicates that most free-form gaze passwords can be expressed as a set of common geometrical shapes. Further, our free-form gaze authentication yields a true positive rate of 81\% and a false positive rate with other gaze passwords of 12\%, while targeted observation and spoofing is successful in 17.5\% of all cases. Our usability study reveals that further work on the usability of gaze input is required as subjects reported that they felt uncomfortable creating and performing free-form passwords.},
    url_Paper = {http://ambientintelligence.aalto.fi/paper/momm19_freeformgaze.pdf},
  project = {hidemygaze},
group = {ambience}
}
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