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author:

Huang, Zhihua (Huang, Zhihua.) [1] | Liao, Zequan (Liao, Zequan.) [2] | Ou, Guojie (Ou, Guojie.) [3] | Chen, Lijun (Chen, Lijun.) [4] (Scholars:陈丽君) | Zhang, Ying (Zhang, Ying.) [5] (Scholars:章颖)

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Scopus SCIE

Abstract:

In recent years, more and more researchers are devoting themselves to the studies about authentication based on biomarkers. Among a wide variety of biomarkers, code-modulated visual evoked potential (c-VEP) has attracted increasing attention due to its significant role in the field of brain-computer interface. In this study, we designed a mild-burdened cognitive task (MBCT), which can check whether participants focus their attention on the visual stimuli that evoke c-VEP. Furthermore, we investigated the authentication based on the c-VEP evoked in the cognitive task by introducing a deep learning method. Seventeen participants were recruited to take part in the MBCT experiments including two sessions, which were carried out on two different days. The c-VEP signals from the first session were extracted to train the authentication deep models. The c-VEP data of the second session were used to verify the models. It achieved a desirable performance, with the average accuracy and F1 score, respectively, of 0.92 and 0.89. These results show that c-VEP carries individual discriminative characteristics and it is feasible to develop a practical authentication system based on c-VEP.

Keyword:

authentication c-EEGNet c-VEP deep learning MBCT

Community:

  • [ 1 ] [Huang, Zhihua]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou, Peoples R China
  • [ 2 ] [Liao, Zequan]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou, Peoples R China
  • [ 3 ] [Ou, Guojie]Fuzhou Univ, Coll Comp & Data Sci, Fuzhou, Peoples R China
  • [ 4 ] [Chen, Lijun]Fuzhou Univ, Sch Humanities & Social Sci, Fuzhou, Peoples R China
  • [ 5 ] [Zhang, Ying]Fuzhou Univ, Dept Phys Educ, Fuzhou 350108, Peoples R China

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Source :

FRONTIERS IN HUMAN NEUROSCIENCE

ISSN: 1662-5161

Year: 2023

Volume: 17

2 . 4

JCR@2023

2 . 4 0 0

JCR@2023

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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