DocumentCode :
2725950
Title :
Real-time view-based face alignment using an extended AAM
Author :
Zhou, Mingcai ; Wang, Yangsheng ; Wang, Xiaoyan ; Feng, Xuetao
Author_Institution :
Inst. of Autom., Chinese Acad. of Sci., Beijing, China
Volume :
4
fYear :
2009
fDate :
20-22 Nov. 2009
Firstpage :
557
Lastpage :
561
Abstract :
In this paper, we present some extensions to Active Appearance Model and its extended view-based models are applied for tracking faces through wide angles. The extensions include:(1) a new multiband representation created by filtering the images with a set of orthogonal spatial filters and then applying a non-linear normalization to them, and (2)adding extra landmarks outside the facial region to encapsulate the complete contours of chin, cheeks and eyebrows and incorporate more information. The experimental results demonstrate that our extensions can achieve higher accuracy and better convergence rate, and verify that our extended AAM can be reliably applied for real-time face tracking under large pose variations.
Keywords :
face recognition; pose estimation; AAM extension; active appearance model; face alignment; multiband representation; orthogonal spatial filters; pose variation; Active appearance model; Active shape model; Automation; Face detection; Information filtering; Information filters; Nonlinear filters; Principal component analysis; Robustness; Spatial filters; Extra Landmarks; Face alignment; Multiband Representation; Orthogonal Filters; View-based Active Appearance Model(AAM);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Computing and Intelligent Systems, 2009. ICIS 2009. IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-4754-1
Electronic_ISBN :
978-1-4244-4738-1
Type :
conf
DOI :
10.1109/ICICISYS.2009.5357612
Filename :
5357612
Link To Document :
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