English

Tap-based User Authentication for Smartwatches

Cryptography and Security 2018-08-07 v2 Human-Computer Interaction Machine Learning

Abstract

This paper presents TapMeIn, an eyes-free, two-factor authentication method for smartwatches. It allows users to tap a memorable melody (tap-password) of their choice anywhere on the touchscreen to unlock their watch. A user is verified based on the tap-password as well as her physiological and behavioral characteristics when tapping. Results from preliminary experiments with 41 participants show that TapMeIn could achieve an accuracy of 98.7% with a False Positive Rate of only 0.98%. In addition, TapMeIn retains its performance in different conditions such as sitting and walking. In terms of speed, TapMeIn has an average authentication time of 2 seconds. A user study with the System Usability Scale (SUS) tool suggests that TapMeIn has a high usability score.

Keywords

Cite

@article{arxiv.1807.00482,
  title  = {Tap-based User Authentication for Smartwatches},
  author = {Toan Nguyen and Nasir Memon},
  journal= {arXiv preprint arXiv:1807.00482},
  year   = {2018}
}

Comments

11 pages, 8 figures

R2 v1 2026-06-23T02:47:43.533Z