Conference paper

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
Publication language:english
Original title:3D face recognition based on the hierarchical score-level fusion classifiers
Title (cs):Rozpoznávání 3D obličejů pomocí klasifikátorů založených na biometrické fůzi
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
Place:Baltimore, US
Year:2014
URL:http://spie.org/Publications/Proceedings/Paper/10.1117/12.2050547
ISBN:978-1-62841-012-9
Publisher:SPIE - the international society for optics and photonics
Keywords
3D face, score-level fusion, classifier, biometrics, recognition
Annotation
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.
BibTeX:
@INPROCEEDINGS{
   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},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=10528}
}

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