Recent advances in biometrics-based user authentication for wearable devices : A contemporary survey
Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Article number | 103120 |
Journal / Publication | Digital Signal Processing |
Volume | 125 |
Online published | 7 Jun 2021 |
Publication status | Published - 15 Jun 2022 |
Link(s)
Abstract
In recent years, wearable technology is interwoven with our everyday lives because of its commoditization and comfort. Security and privacy become a big concern as many user-sensitive data have been stored in such devices, such as personal emails and bank accounts. Traditional user authentication techniques like PIN entry are unfriendly and vulnerable to shoulder surfing attacks. To address these problems, a number of new authentication methods have been proposed. In this survey, we review and categorize recent advances in user authentication for wearable devices. We classify existing studies into physiological biometrics based and behavioral biometrics based methods. For each category, we review how signal processing techniques have been used to extract features in various wearable devices. Leveraging these extracted features, specifically designed classification methods can be used to realize user authentication. Finally, we review evaluation metrics for user authentication in wearable devices. Overall, in this survey, we systematically study assorted state-of-the-art user authentication methods for wearable devices, aiming to provide guidance and directions for future research in this area.
Research Area(s)
- Wearable device, User authentication, Signal processing, Machine learning
Citation Format(s)
Recent advances in biometrics-based user authentication for wearable devices : A contemporary survey. / Liu, Shuqi; Shao, Wei; Li, Tan et al.
In: Digital Signal Processing, Vol. 125, 103120, 15.06.2022.Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review