DocumentCode
241058
Title
A new biometric modality for human authentication using eye blinking
Author
Abo-Zahhad, M. ; Ahmed, Sabah M. ; Abbas, Sherif N.
Author_Institution
Dept. of Electr. & Electron. Eng., Assiut Univ., Assiut, Egypt
fYear
2014
fDate
11-13 Dec. 2014
Firstpage
174
Lastpage
177
Abstract
This paper proposes a new biometric identifier for humans based on eye blinking waveform extracted from brain waves. Brain waves were recorded using Neurosky Mindwave headset from 25 volunteers. Two approaches are adopted for the pre-processing stage; the first approach uses empirical mode decomposition to isolate electro-oculogram signal from brain waves, then, extracts eye blinking signal. The second approach extracts eye blinking signal directly from brain waves. Features are extracted based on time delineation of the eye blinking waveform and classified using linear discriminant analysis. The best correct identification and equal error rates achieved are 98.51% and 2.5% for identification and verification modes respectively. The obtained results in this paper confirm that eye blinking waveform carries discriminant information and is therefore appropriate as a basis for human recognition task.
Keywords
biomechanics; brain; electro-oculography; feature extraction; medical signal processing; signal classification; waveform analysis; Neurosky Mindwave headset; biometric identifier; biometric modality; brain waves; classification; electrooculogram signal; empirical mode decomposition; equal error rates; eye blinking signal extraction; eye blinking waveform extraction; feature extraction; human authentication; human recognition task; identification modes; linear discriminant analysis; preprocessing stage; time delineation; verification modes; Eyelids; Imaging; Ions; MATLAB; Manganese; Biometric authentication; Brain waves; Discriminant analysis; Electro-oculogram; Empirical mode decomposition; Eye blinking; Time delineation;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering Conference (CIBEC), 2014 Cairo International
Conference_Location
Giza
ISSN
2156-6097
Print_ISBN
978-1-4799-4413-2
Type
conf
DOI
10.1109/CIBEC.2014.7020949
Filename
7020949
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