Title :
Expression-insensitive three-dimensional face recognition using holistic and local features
Author :
Xueqiao Wang ; Qiuqi Ruan ; Yi Jin ; Gaoyun An
Author_Institution :
Instn. of Inf. Sci., Beijing Jiaotong Univ., Beijing, China
Abstract :
This paper propose a fully automatic face recognition method and demonstrate its performance on the FRGC v2 data. A 3D facial representation based on the Gabor Transform was used for 3D face recognition in this paper. It is effective and efficient to represent the geometrical structures in facial image. The gabor feature is used to form a rejection classifier, which quickly eliminates a large number of candidate gallery faces. The remaining faces are then verified using forehead region Iterative Closet Point (ICP) matching method. This paper use holistic and local features into recognition and obtain good performance. This method achieves the rank one recognition rate of 97.99% on All vs. All experiment.
Keywords :
face recognition; image classification; image matching; image representation; iterative methods; transforms; 3D face recognition; 3D facial representation; FRGC v2 data; Gabor transform; ICP matching method; candidate gallery face elimination; expression-insensitive three-dimensional face recognition; facial image geometrical structure; forehead region iterative closet point matching method; rejection classifier; 3D face recognition; Gabor Transform; Iterative Closet Point; rejection classifier;
Conference_Titel :
Wireless, Mobile and Multimedia Networks (ICWMMN 2013), 5th IET International Conference on
Conference_Location :
Beijing
Electronic_ISBN :
978-1-84919-726-7
DOI :
10.1049/cp.2013.2416