期刊文献+

基于LBP的人脸识别算法研究

Research on Face Recognition Algorithm Based on LBP
下载PDF
导出
摘要 针对实时人脸识别易受光照变化影响的问题,提出了一种基于Adaboost人脸检测、局部二值模式(Local binary patterns,LBP)特征提取、PCA(主元分析Principal component analysis)特征降维和SVM(支持向量机Support Vector Machine)特征分类等人脸识别方案,经过长期的对人脸识别技术的研究在多个人脸数据库上进行了实验,结果表明该文算法对光照具有较好的鲁棒性,提高了执行速度和识别率。 In this paper,a new face recognition method combining local two-valued model with embedded hidden markov model is proposed to solve the problem of real-time face recognition. This method firstly pretreated the input face image and then extracted the feature vector,then the extracted feature observation vector was carried into the EHMM for training or recognition. The experiment results show that the algorithm has better robustness and better recognition rate.
作者 顾玮 GU Wei(Xuzhou Higher Normal School Xuzhou 221116)
出处 《办公自动化》 2018年第2期41-43,共3页 Office Informatization
关键词 人脸识别 LBP PCA特征降维 SVM分类识别 Face recognition LBP Characteristics of PCA SVM classification identification
  • 相关文献

参考文献5

二级参考文献34

  • 1李宏明.基于多元统计分析的地方高校课堂教学质量评价——以台州学院为例[J].台州学院学报,2010,32(3):77-80. 被引量:4
  • 2肖政宏,王家廞.基于PCA和GMM的图像分类算法[J].计算机工程与设计,2006,27(11):1951-1953. 被引量:5
  • 3何国辉,甘俊英.PCA-LDA算法在性别鉴别中的应用[J].计算机工程,2006,32(19):208-210. 被引量:19
  • 4SENIOR A, HSU R L,et al. Face detection in color images[J]. IEEE Transactions on Pattern Analysis - Machine Intelligence, 2002,1 (5):696-706.
  • 5Zhang Z,Zhang C.A Survey of Recent Advances in Face Detection[EB/OL].[2010].http://research.microsoft.com/apps/pubs/default.aspx?id=132077.
  • 6Ming Y,David K,Narendra A.Detecting Faces in Images:A Survey[J].IEEE Transations on Pattern Analysis and Machine Intelligence,2002,24(1):34-58.
  • 7Dalal N,Triggs B.Histograms of Oriented Gradients for Human Detection[C]//IEEE Computer Society Conference on Computer Vision and Pattern Recognition.USA:San Diego,2005:886-893.
  • 8Ojala T,Pietikainen M,Maenpaa T.Multiresolution Gray-scale and Rotation Invariant Texture Classification with Local Binary Patterns[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2002,24(7):971-987.
  • 9Zulhadi Z,Shahrel S.Face Detection Using Combination of Neural Network and Adaboost[C]//2011 IEEE Region 10 Conference.Indonesia:TENCON,2011:335-338.
  • 10Paul V,Michael J.Robust Real-Time Face Detection[J].International Journal of Computer Vision,2004,57(2):137-154.

共引文献79

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部