DocumentCode :
23477
Title :
Thermal Imaging as a Biometrics Approach to Facial Signature Authentication
Author :
Guzman, A.M. ; Goryawala, Mohammed ; Jin Wang ; Barreto, Ana ; Andrian, J. ; Rishe, Naphtali ; Adjouadi, Malek
Author_Institution :
Dept. of Electr. Eng., Florida Int. Univ., Miami, FL, USA
Volume :
17
Issue :
1
fYear :
2013
fDate :
Jan. 2013
Firstpage :
214
Lastpage :
222
Abstract :
A new thermal imaging framework with unique feature extraction and similarity measurements for face recognition is presented. The research premise is to design specialized algorithms that would extract vasculature information, create a thermal facial signature, and identify the individual. The proposed algorithm is fully integrated and consolidates the critical steps of feature extraction through the use of morphological operators, registration using the Linear Image Registration Tool, and matching through unique similarity measures designed for this task. The novel approach at developing a thermal signature template using four images taken at various instants of time ensured that unforeseen changes in the vasculature over time did not affect the biometric matching process as the authentication process relied only on consistent thermal features. Thirteen subjects were used for testing the developed technique on an in-house thermal imaging system. The matching using the similarity measures showed an average accuracy of 88.46% for skeletonized signatures and 90.39% for anisotropically diffused signatures. The highly accurate results obtained in the matching process clearly demonstrate the ability of the thermal infrared system to extend in application to other thermal-imaging-based systems. Empirical results applying this approach to an existing database of thermal images prove this assertion.
Keywords :
biodiffusion; biomedical optical imaging; biometrics (access control); biothermics; face recognition; feature extraction; image matching; image registration; infrared imaging; medical image processing; Linear Image Registration Tool; anisotropically diffused signature; authentication process; biometric matching process; face recognition; facial signature authentication; feature extraction; image matching; in-house thermal imaging system; morphological operator; similarity measurement; skeletonized signature; thermal facial signature; thermal imaging framework; thermal infrared system; thermal signature template; thermal-imaging-based system; vasculature information extraction; Biometrics; Face; Feature extraction; Humans; Image registration; Image segmentation; Imaging; Biometric; face recognition; image registration; image segmentation; thermal imaging; Biometric Identification; Databases, Factual; Face; Humans; Image Processing, Computer-Assisted; Thermography;
fLanguage :
English
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
Publisher :
ieee
ISSN :
2168-2194
Type :
jour
DOI :
10.1109/TITB.2012.2207729
Filename :
6236169
Link To Document :
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