Publication Details

3D face recognition based on the hierarchical score-level fusion classifiers

MRÁČEK Štěpán, VÁŇA Jan, KUPKOVÁ Karolína, DRAHANSKÝ Martin and DOLEŽEL Michal. 3D face recognition based on the hierarchical score-level fusion classifiers. In: Proceedings of Biometric and Surveillance Technology for Human and Activity Identification XI, Vol. 9075. Baltimore: SPIE - the international society for optics and photonics, 2014, pp. 1-12. ISBN 978-1-62841-012-9. Available from: http://spie.org/Publications/Proceedings/Paper/10.1117/12.2050547
Czech title
Rozpoznávání 3D obličejů pomocí klasifikátorů založených na biometrické fůzi
Type
conference paper
Language
english
Authors
Mráček Štěpán, Ing. (DITS FIT BUT)
Váňa Jan, Ing. (DITS FIT BUT)
Kupková Karolína, Ing. (DITS FIT BUT)
Drahanský Martin, prof. Ing., Dipl.-Ing., Ph.D. (DITS FIT BUT)
Doležel Michal, Ing. (DITS FIT BUT)
URL
Keywords

3D face, score-level fusion, classifier, biometrics, recognition

Abstract

This paper describes the 3D face recognition algorithm that is based on the hierarchical score-level fusion classifiers. In a simple (unimodal) biometric pipeline, the feature vector is extracted from the input data and subsequently compared with the template stored in the database. In our approach, we utilize several feature extraction algorithms. We use 6 different image representations of the input 3D face data. Moreover, we are using Gabor and Gauss-Laguerre filter banks applied on the input image data that yield to 12 resulting feature vectors. Each representation is compared with corresponding counterpart from the biometric database. We also add the recognition based on the iso-geodesic curves. The final score-level fusion is performed on 13 comparison scores using the Support Vector Machine (SVM) classifier.

Published
2014
Pages
1-12
Proceedings
Proceedings of Biometric and Surveillance Technology for Human and Activity Identification XI, Vol. 9075
Conference
SPIE Defense, Security, and Sensing 2014, Baltimore, US
ISBN
978-1-62841-012-9
Publisher
SPIE - the international society for optics and photonics
Place
Baltimore, US
DOI
10.1117/12.2050547
UT WoS
000354514800005
EID Scopus
2-s2.0-84904160922
BibTeX 
@INPROCEEDINGS{FITPUB10528,
   author = "\v{S}t\v{e}p\'{a}n Mr\'{a}\v{c}ek and Jan V\'{a}\v{n}a and Karol\'{i}na Kupkov\'{a} and Martin Drahansk\'{y} and Michal Dole\v{z}el",
   title = "3D face recognition based on the hierarchical score-level fusion classifiers",
   pages = "1--12",
   booktitle = "Proceedings of Biometric and Surveillance Technology for Human and Activity Identification XI, Vol. 9075",
   year = 2014,
   location = "Baltimore, US",
   publisher = "SPIE - the international society for optics and photonics",
   ISBN = "978-1-62841-012-9",
   doi = "10.1117/12.2050547",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10528"
}
Back to top