Abstract
In this paper is proposed a hybrid face detector that combines the high processing speed of an Asymmetrical Adaboost Cascade Detector with the high detection rate of a Wavelet Bayesian Detector. This integration is achieved by incorporating this last detector in the middle stages of the cascade detector. Results of the application of the proposed detector to a standard face detection database are also presented.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
E. Hjelmås, B. K. Low, “Face detection: A survey” Computer Vision and Image Understanding 83, 236–274 20
D. Roth, M. Yang, and N. and Ahuja, “A SNoW-based Face Detector” Advances in Neural Information Systems 12, MIT Press, 2000
H. Rowley, S. Baluja, and T. Kanade, “Neural Network-Based Detection” IEEE Trans. Pattern Anal. Mach. Intell. Vol.20 No. 1, 23–28 1998
H. Schneidermann and T. Kanade, “A statistical model for 3D object detection applied to faces and cars” IEEE Conf. on Computer Vision and Pattern Recognition Vol. 1 746–751 2000
K. Sung and T. Poggio, “Example-Based Learning for Viewed-Based Human Face Deteccion” IEEE Trans. Pattern Anal. Mach. Intell. Vol.20 No. 1, 39–51 1998
P. Viola and M. Jones, “Fast and Robust Classification using Asymmetric Adaboost and a Detector Cascade” Advances in Neural Information Processing System 14 MIT Press, Cambridge, MA, 2002
M. Yang, N. Ahuja, and D. Kriegman, “Mixtures of linear Subspaces for Face Detection” Fourth IEEE Int. Conf. on Automatic Face and Gesture Recognition 70–76 2000
M. Yang, D. Kriegman, N. Ahuja, “Detecting Faces in Images: A Survey” IEEE Trans. Pattern Analysis and Machine Intelligence Vol. 24 No 1, pp. 34–58 2002
R. Verschae, “Detecting Faces in Image Databases” Thesis for the title of Electrical Engineer Department of Electrical Engineering, Universidad de Chile, 2003 (in Spanish).
CMU+MIT face database Available until March 2, 2003 on http://www.vasc.ri.cmu.edu/IUS/eyes_usr17/har/har1/usr0/har/faces/test/
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Verschae, R., del Solar, J.R. (2003). A Hybrid Face Detector based on an Asymmetrical Adaboost Cascade Detector and a Wavelet-Bayesian- Detector. In: Mira, J., Álvarez, J.R. (eds) Computational Methods in Neural Modeling. IWANN 2003. Lecture Notes in Computer Science, vol 2686. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44868-3_94
Download citation
DOI: https://doi.org/10.1007/3-540-44868-3_94
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-40210-7
Online ISBN: 978-3-540-44868-6
eBook Packages: Springer Book Archive