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基于PCA和LDA的人脸识别系统设计 被引量:8

Design of Face Recognition System Based on PCA and LDA
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摘要 在现代社会当中,身份认证与识别问题变得尤为重要。其中,基于人脸面部特征的识别技术因其具有的突出优点脱颖而出,得到了广泛研究与应用。考虑到当前人脸识别技术遇到的相关难点,寻求了一种主成分分析(PCA)和线性判别分析(LDA)相结合的方法对人脸进行识别,并且基于LabVIEW/Matlab和摄像采集系统等软硬件设备,设计了人脸识别系统。该系统以人脸识别算法为基础,利用PC机为操作平台,通过将即时采集的人脸图像与所建立的人脸特征库比对,从而快速有效地查出已登记人员的身份信息。 In the modem society, identity authentication and recognition have become particularly important. And thanks to its outstanding advantages, the technology of recognition based on facial features stands out and has been widely researched and applied. Considering the difficulties relevant to the current face recognition technology, in this paper, a method combined principal component analysis and linear discriminant analysis was investigated. Furthermore, we designed the face recognition system on the basis of LabVIEW, Matlab and the camera acquisition system. Grounded on face recognition algorithm, this system uses PC as the operating platform and through comparing the face images collected in real-time to the constructed facial feature library, identities of the staff registered can be checked out quickly and efficiently.
出处 《控制工程》 CSCD 北大核心 2012年第4期712-715,共4页 Control Engineering of China
基金 山东省自然科学基金(Y2007G06)
关键词 人脸检测 人脸识别 LABVIEW MATLAB face detection face recognition LabVIEW Matlab
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  • 1万源,周达丽,童恒庆.LLE与核Fisher判别分析结合的人脸识别研究[J].武汉理工大学学报(信息与管理工程版),2013,35(6):799-803. 被引量:1
  • 2桂预风,程战员.基于f-k优化近邻法的PCA人脸识别算法[J].武汉理工大学学报(信息与管理工程版),2013,35(6):820-824. 被引量:2
  • 3白小曼,盛杰成.用于人脸识别系统的一种新PCA算法[J].电视技术,2006,30(5):88-90. 被引量:4
  • 4张锦,成奋华,林雪梅,李睿,王实.基于子图特征组合的人脸识别技术研究[J].湖南大学学报(自然科学版),2007,34(6):70-73. 被引量:7
  • 5Duda RO,Hart PE,Stork DG.Pattern Classification[M].NewYork:John Wiley & Sons,2001.
  • 6Li B,Zheng CH,Huang DS,et ai.Gene expression dataclassification using locally linear discriminant embedding[J].Computers in Biology and Medicine,2010,40:802-810.
  • 7Ridder DD,Kouropteva 0,Okun 0,et al.Supervised locallylinear embedding[C].Lecture Notes in Computer Science,2003,34(10):333-341.
  • 8Xuehua Li,Lan Shu.Kernel based nonlinear dimensionalityreduction for microarray gene expression data analysis[J].ExpertSystems with Applications,2009,36:7644-7650.
  • 9Cai Ruichu,Hao Zhifeng,Wen Wen,et al.Kernel based geneexpression pattern discovery and its application on cancerclassification[J].Neurocomputing,2010,73:2562-2570.
  • 10Turk M,Pentland A.Face recognition using eigenfaces[C]//Proc of the IEEE computer society conference on computer visionand pattern recognition.Maui:IEEE,1991:586-591.

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