3D Face Recognition Based on Feature Detection Using Active Shape Models

被引:0
作者
Park, Sang-Jun [1 ]
Shin, Dong-Won [1 ]
机构
[1] Kumoh Natl Inst Technol, Dept Mech Engn, Gumi, South Korea
来源
2008 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS, VOLS 1-4 | 2008年
关键词
3D face recognition; Alignment; Pose variation; Active shape models(ASM); PCA; Hybrid Classifier;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper represents a method that detects facial features and normalizes 3D range images and 2D images for full automatic face recognition. The Active Shape Models or ASM is applied to extract the position of the eyes, the nose and the mouth. The approximate position of the face in the image is detected using the projection method and the facial profile on the 3D range image so that the initial position of the ASM model is set on the image before the ASM searching. The 3D range image is rotated facing front view using feature points. Then, cropped inside of the sphere to remove none facial parts. The face data is rearranged to fit on the desired frame which size is 201 x 151. The shape model is built up of 50 images from 10 individuals and the face recognition system is evaluated on 300 images from 30 individuals. The PCA-based hybrid classifier is applied to design the face recognition system with good results.
引用
收藏
页码:1592 / 1597
页数:6
相关论文
共 17 条
[1]  
Achermann B, 2000, INT C PATT RECOG, P809, DOI 10.1109/ICPR.2000.906199
[2]  
[Anonymous], MSUCSE0522
[3]  
Boehnen C., 2005, P 7 IEEE WORKSH APPL
[4]  
Chang KI, 2005, IEEE WORKSH FAC REC
[5]  
COLBRY D, 2005, P A3DISS 2005 SAN DI
[6]  
Colombo A., 2005, 4 INT S IM SIGN PROC
[7]   ACTIVE SHAPE MODELS - THEIR TRAINING AND APPLICATION [J].
COOTES, TF ;
TAYLOR, CJ ;
COOPER, DH ;
GRAHAM, J .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (01) :38-59
[8]  
GODIL A, 2005, SPIE, V5404
[9]  
GOKBERK B, 2005, LNCS, V3546
[10]   A novel technique for face recognition using range imaging [J].
Hesher, C ;
Srivastava, A ;
Erlebacher, G .
SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 2, PROCEEDINGS, 2003, :201-204