全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于局部奇异值分解和模糊决策的人脸识别方法

DOI: 10.11834/jig.2006010243

Keywords: 奇异值分解,隶属度,模糊决策,人脸识别

Full-Text   Cite this paper   Add to My Lib

Abstract:

针对仅在整幅人脸图像上进行奇异值分解无法得到人脸识别所需的足够信息的特点,提出了一种利用人脸图像的局部奇异值和模糊决策进行人脸识别的方法.该方法的关键是不在整幅人脸图像上进行,而是在人脸的不同区域进行奇异值分解以提取更丰富的信息.提出了人脸局部奇异值特征向量的构造方法.在识别阶段,对待识别人脸的特征向量,计算其对各人脸样本的隶属度,最后做出判断.该方法与传统方法在ORL人脸库上进行的对比实验结果表明了该方法的优越性.

References

[1]  Samal A,Iyengar P A.Automatic recognition and analysis of human faces and facial expressions:A survey[J].Pattern Recognition,1992,25(1):65 ~ 77.
[2]  Hong Z.Algebraic feature extraction of image for recognition[J].Pattern Recognition,1991,24(2):211 ~ 219.
[3]  Cheng Y Q,Liu K,Yang J,et al.Human face recognition method based on the statistical model of small sample size[A].In:SPIE Proceedings:Robots and Computer Vision[C],Beijing,China,1991,1607:85 ~ 95.
[4]  Wang Yun-hong,Tan Tie-niu,Zhu Yong.Face identification based on singular decomposition and data fusion[J].Chinese Journal of Computer,2000,23(6):649~653.[王蕴红,谭铁牛,朱勇.基于奇异值分解和数据融合的脸像鉴别[J].计算机学报,2000,23(6):649 ~ 653.]
[5]  Tian Y,Tan T,Wang Y H,et al.Do singular values contain adequate information for face recognition[J].Pattern Recognition,2003,36(6):649 ~ 655.
[6]  Chellappa R,Wilson C L,Sirohey S.Human and machine recognition of faces:A survey[J].Proceedings of the IEEE,1995,83(5):705 ~ 740.
[7]  Valentin D,Abdi H,O\' Toole A J.Connectionist model of face processing:A survey[J].Pattern Recognition,1994,27 (9):1209 ~ 1230.
[8]  Liu K,Yang J Y,Wang H F,et al.A generalization optimal set of discriminate vectors[J].Pattern Recognition,1992,25 (7):731 ~ 739.
[9]  Gan J Y,Zhang Y W.A new approach for face recognition based on singular value features and neural networks[J].Acta Electronica Sinica,2004,32(1):170~173.[甘俊英,张有为.一种基于奇异值特征的神经网络人脸识别新途径[J].电子学报,2004,32(1):170 ~ 173.]
[10]  Feng G C,Yuen P C.Multi-cues eye detection on gray intensity image[J].Pattern Recognition,2001,34 (10):1033 ~ 1046.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133