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