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融合局部奇异值特性的人脸自动识别

Automatic Human Face Identification by Fusing Local Singular Value
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摘要 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问题,提出了一种利用人脸图像的局部奇异值和灰色关联分析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和克服"小样本"效应。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。 Enough information for human face identification could not be obtained only by applying (Singular Value Decomposition, SVD) on human face, in order to solve the problem, a novel approach, which combined SVD and gray correlation analysis, was proposed. The key of this approach is that SVD could be applied on different parts of human face separately instead of the whole. Abundant information could be obtained and overcome the effect of small sample size. During the identification procedure, before making final decision, the fea- tures vector of input human face was set up, and calculating the relationship between samples respectively. Compared with traditional ap- proaches, the result on ORL face database shows that advantage of the approach.
作者 袁理
出处 《软件导刊》 2010年第2期163-165,共3页 Software Guide
关键词 人脸识别 灰色理论 灰色关联分析 奇异值分解 Human Face Identification Gray System Gray Correlation Analysis SVD
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  • 1方帅,薛方正,徐心和.基于背景建模的动态目标检测算法的研究与仿真[J].系统仿真学报,2005,17(1):159-161. 被引量:40
  • 2张雷,刘冀伟,王志良.固定场景下的运动检测与运动跟踪[J].微计算机信息,2006(09S):287-289. 被引量:13
  • 3Zhang Jun,IEEE Proc,1997年,85卷,9期,312页
  • 4Cheng Y,Proceedings of the 11th International Conference on Pattern Recognation,1992年,221页
  • 5Cheng Yongqing,SPIE.Proceedings on Intelligent Robots and Computer,1991年,85页
  • 6Hong Z,Pattern Recognition,1991年,24卷,3期,211页
  • 7Chellappa R,Wilson C L,Sirohey S.Human and machine recognition of faces:A survey[J].Proceedings of the IEEE,1995,83(5):705 ~ 740.
  • 8Samal A,Iyengar P A.Automatic recognition and analysis of human faces and facial expressions:A survey[J].Pattern Recognition,1992,25(1):65 ~ 77.
  • 9Valentin D,Abdi H,O' Toole A J.Connectionist model of face processing:A survey[J].Pattern Recognition,1994,27 (9):1209 ~ 1230.
  • 10Hong Z.Algebraic feature extraction of image for recognition[J].Pattern Recognition,1991,24(2):211 ~ 219.

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