Title :
Finger ECG signal for user authentication: Usability and performance
Author :
da Silva, Hugo Placido ; Fred, Ana ; Lourenco, Andre ; Jain, Anubhav K.
Author_Institution :
Inst. de Telecomun., Inst. Sup. Tecnico, Lisbon, Portugal
fDate :
Sept. 29 2013-Oct. 2 2013
Abstract :
Over the past few years, the evaluation of Electrocardio-graphic (ECG) signals as a prospective biometric modality has revealed promising results. Given the vital and continuous nature of this information source, ECG signals offer several advantages to the field of biometrics; yet, several challenges currently prevent the ECG from being adopted as a biometric modality in operational settings. These arise partially due to ECG signal´s clinical tradition and intru-siveness, but also from the lack of evidence on the permanence of the ECG templates over time. The problem of in-trusiveness has been recently overcome with the “off-the-person” approach for capturing ECG signals. In this paper we provide an evaluation of the permanence of ECG signals collected at the fingers, with respect to the biometric authentication performance. Our experimental results on a small dataset suggest that further research is necessary to account for and understand sources of variability found in some subjects. Despite these limitations, “off-the-person” ECG appears to be a viable trait for multi-biometric or standalone biometrics, low user throughput, real-world scenarios.
Keywords :
biometrics (access control); electrocardiography; medical signal processing; ECG signals permanence; ECG templates; biometric authentication performance; biometric modality; electrocardiographic signals; finger ECG signal; multibiometrics; off-the-person ECG; standalone biometrics; usability; user authentication; Authentication; Electrocardiography; Heart beat; Heart rate variability; Support vector machines; Training;
Conference_Titel :
Biometrics: Theory, Applications and Systems (BTAS), 2013 IEEE Sixth International Conference on
Conference_Location :
Arlington, VA
DOI :
10.1109/BTAS.2013.6712689