Faculty of Information Technology, BUT

Publication Details

3D Face Recognition on Low-Cost Depth Sensors

MRÁČEK Štěpán, DRAHANSKÝ Martin, DVOŘÁK Radim, PROVAZNÍK Ivo and VÁŇA Jan. 3D Face Recognition on Low-Cost Depth Sensors. In: Proceedings of the International Conference of Biometrics Special Interest Group (BIOSIG 2014). Darmstadt: GI - Group for computer science, 2014, pp. 195-202. ISBN 978-3-88579-624-4. ISSN 1617-5468.
Czech title
Rozpozmávání obličejů pomocí levných 3D senzorů
Type
conference paper
Language
english
Authors
Keywords
3D face recognition, score-level fusion, biometrics, Gabor filter, Gauss-Laguerre filter
Abstract
This paper deals with the biometric recognition of 3D faces with the emphasis on the low-cost depth sensors; such are Microsoft Kinect and SoftKinetic DS325. The presented approach is based on the score-level fusion of individual recognition units. Each unit processes the input face mesh and produces a curvature, depth, or texture representation. This image representation is further processed by specific Gabor or Gauss-Laguerre complex filter. The absolute response is then projected to lower-dimension representations and the feature vector is thus extracted. Comparison scores of individual recognition units are combined using transformation-based, classifier-based, or density-based score-level fusion. The results suggest that even poor quality low-resolution scans containing holes and noise might be successfully used for recognition in relatively small databases.
Published
2014
Pages
195-202
Journal
GI-Edition Lecture Notes in Informatics (LNI), vol. 2014, no. 230, ISSN 1617-5468
Proceedings
Proceedings of the International Conference of Biometrics Special Interest Group (BIOSIG 2014)
Conference
Biometrics Special Interest Group 2014, Darmstadt, DE
ISBN
978-3-88579-624-4
Publisher
GI - Group for computer science
Place
Darmstadt, DE
BibTeX
@INPROCEEDINGS{FITPUB10679,
   author = "\v{S}t\v{e}p\'{a}n Mr\'{a}\v{c}ek and Martin Drahansk\'{y} and Radim Dvo\v{r}\'{a}k and Ivo Provazn\'{i}k and Jan V\'{a}\v{n}a",
   title = "3D Face Recognition on Low-Cost Depth Sensors",
   pages = "195--202",
   booktitle = "Proceedings of the International Conference of Biometrics Special Interest Group (BIOSIG 2014)",
   journal = "GI-Edition Lecture Notes in Informatics (LNI)",
   volume = 2014,
   number = 230,
   year = 2014,
   location = "Darmstadt, DE",
   publisher = "GI - Group for computer science",
   ISBN = "978-3-88579-624-4",
   ISSN = "1617-5468",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10679"
}
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