In contrast with standard authentication methods based on credentials, biometric-based authentication has lately emerged as a viable paradigm for attaining rapid and secure authentication of users. Among the numerous categories of biometric traits, electroencephalogram (EEG)-based biometrics is recognized as a promising method owing to its unique characteristics. This paper provides an experimental evaluation of the effect of auditory stimuli (AS) on EEG-based biometrics by studying the following features: i) general change in AS-aided EEG-based biometric authentication in comparison with nonAS-aided EEG-based biometric authentication, ii) role of the language of the AS and ii) influence of the conduction method of the AS. Our results show that the presence of an AS can improve authentication performance by 9.27 %. Additionally, the performance achieved with an in-ear AS is better than that obtained using a bone-conducting AS. Finally, we verify that performance is independent of the language of the AS. The results of this work provide a step forward towards designing a robust EEG-based authentication system.
Effect of Auditory Stimuli on Electroencephalography-based Authentication / Alzahab, Nibras Abo; Iorio, Angelo Di; Baldi, Marco; Scalise, Lorenzo. - ELETTRONICO. - (2022), pp. 388-392. ( 2022 IEEE International Workshop on Metrology for Extended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE 2022) Rome, Italy 26-28 October 2022) [10.1109/MetroXRAINE54828.2022.9967652].
Effect of Auditory Stimuli on Electroencephalography-based Authentication
Alzahab, Nibras Abo
;Iorio, Angelo Di;Baldi, Marco;Scalise, Lorenzo
2022-01-01
Abstract
In contrast with standard authentication methods based on credentials, biometric-based authentication has lately emerged as a viable paradigm for attaining rapid and secure authentication of users. Among the numerous categories of biometric traits, electroencephalogram (EEG)-based biometrics is recognized as a promising method owing to its unique characteristics. This paper provides an experimental evaluation of the effect of auditory stimuli (AS) on EEG-based biometrics by studying the following features: i) general change in AS-aided EEG-based biometric authentication in comparison with nonAS-aided EEG-based biometric authentication, ii) role of the language of the AS and ii) influence of the conduction method of the AS. Our results show that the presence of an AS can improve authentication performance by 9.27 %. Additionally, the performance achieved with an in-ear AS is better than that obtained using a bone-conducting AS. Finally, we verify that performance is independent of the language of the AS. The results of this work provide a step forward towards designing a robust EEG-based authentication system.| File | Dimensione | Formato | |
|---|---|---|---|
|
Alzahab_Effect-Auditory-Stimuli-Electroencephalography_2022.pdf
Solo gestori archivio
Tipologia:
Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza d'uso:
Tutti i diritti riservati
Dimensione
1.73 MB
Formato
Adobe PDF
|
1.73 MB | Adobe PDF | Visualizza/Apri Richiedi una copia |
|
2206.14519v1.pdf
accesso aperto
Tipologia:
Documento in post-print (versione successiva alla peer review e accettata per la pubblicazione)
Licenza d'uso:
Licenza specifica dell'editore
Dimensione
448.81 kB
Formato
Adobe PDF
|
448.81 kB | Adobe PDF | Visualizza/Apri |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


