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Automatic and Robust 3D Face Registration Using Multiresolution Spherical Depth Map
Peijiang Liu; Yunhong Wang; Zhaoxiang Zhang; Yiding Wang
2010-09-26
会议名称IEEE International Conference on Image Processing
会议录名称ICIP 2010
会议日期26-29 September 2010
会议地点Hong Kong, China
摘要Face registration is a necessary preprocessing step for 3D face recognition. An entirely automatic method for 3D face registration is proposed in this paper with high accuracy and good robustness to pose and facial expression variations. Our method consists of the following three stages. Firstly, the face shape is represented by Fitting Sphere Representation (FSR). Secondly, generate the Spherical Depth Map (SDM) of face shape which is normalized roughly to a similar pose. Finally, accurately localize the nose tip using multiresolution SDM by a coarse-to-fine method. Then, in conjunction with the face orientation figured out by linear fitting and the center of fitting sphere, face can be registered completely. Extensive experiments are conducted on five popular 3D face databases. The registration accuracy is near 100 percent. Experimental results demonstrate the high robustness of the proposed methods to pose and expression variations.
关键词Template Matching Face Registration Face Representation Depth Map
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/13298
专题模式识别实验室
通讯作者Zhaoxiang Zhang
推荐引用方式
GB/T 7714
Peijiang Liu,Yunhong Wang,Zhaoxiang Zhang,et al. Automatic and Robust 3D Face Registration Using Multiresolution Spherical Depth Map[C],2010.
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