CLASSIFIER SELECTION FOR FACE RECOGNITION ALGORITHM BASED ON ACTIVE SHAPE MODEL

Andrzej Florek, Maciej Król

2008

Abstract

In this paper, experimental results from the face contour classification tests are shown. The presented approach is dedicated to a face recognition algorithm based on the Active Shape Model. The results were obtained from experiments carried out on the set of 2700 images taken from 100 persons. Manually fitted contours (194 samples for eight components of one face contour) were classified after feature space decomposition carried out by the Linear Discriminant Analysis or by the Support Vector Machines algorithms.

References

  1. Cootes, T. and Taylor, C., (2001). Statistical models of appearance for computer vision, Technical report, University of Manchester, Wolfson Image Analysis Unit, Imaging Science and Biomedical Engineering.
  2. Ge, X., Yang, J., Zheng, Z., Li, F., (2006). Multi-view based face chin contour extraction, Engineering Applications of Artificial Intelligence, vol.19, pp. 545- 555.
  3. Kass, M., Witkin, A., Terzopoulos, D., (1988). Snakes: Active contour models, International Journal of Computer Vision, 1 (4), pp. 321-331.
  4. de la Torre, F., Campoy, J., Coha, J. F., Kanade, T., (2007). Simultaneous registration and clustering for temporal segmentation of facial gestures from video, Proceedings of the Second International Conference on Computer Vision Theory and Applications VISAPP 2007, vol. 2 IU/MTSV, pp. 110-115.
  5. Zhao, M., Li, S. Z., Chen, Ch., Bu, J., (2004). Shape evaluation for weighted active shape models, Proceedings of the Asian Conference on Computer Vision, pp 1074-1079.
  6. Zuo, F. and de With, P. H N., (2004). Fast facial feature extraction using a deformable shape model with Haarwavelet based local texture attributes, Proceedings of ICIP'04, vol. 3, pp. 1425-1428.
Download


Paper Citation


in Harvard Style

Florek A. and Król M. (2008). CLASSIFIER SELECTION FOR FACE RECOGNITION ALGORITHM BASED ON ACTIVE SHAPE MODEL . In Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008) ISBN 978-989-8111-21-0, pages 276-281. DOI: 10.5220/0001077802760281


in Bibtex Style

@conference{visapp08,
author={Andrzej Florek and Maciej Król},
title={CLASSIFIER SELECTION FOR FACE RECOGNITION ALGORITHM BASED ON ACTIVE SHAPE MODEL},
booktitle={Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)},
year={2008},
pages={276-281},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001077802760281},
isbn={978-989-8111-21-0},
}


in EndNote Style

TY - CONF
JO - Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)
TI - CLASSIFIER SELECTION FOR FACE RECOGNITION ALGORITHM BASED ON ACTIVE SHAPE MODEL
SN - 978-989-8111-21-0
AU - Florek A.
AU - Król M.
PY - 2008
SP - 276
EP - 281
DO - 10.5220/0001077802760281