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一种改进的彩色人脸鉴别特征抽取方法及自动识别

A New Color Facial Identification Feature Extraction Method and Automatic Identification
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摘要 针对传统的线性分析方法中都需要的平均样本的共性,提出了基于中间样本的人脸识别.这种方法有效去除了干扰样本对平均样本的影响,并结合彩色人脸识别,提出了基于中间样本的彩色人脸鉴别特征抽取及自动识别方法.最后,在国际通用的AR标准彩色人脸库中进行了大量实验,验证了算法的有效性. Currently face recognition has made some success, algorithms are constantly being improved. According to the common needs of the average sample solution in traditional linear analysis methods, this paper proposes the face recognition based on intermediate samples. This method can remove the influence of average samples to interference samples. Combined with the color of face recognition, the paper proposes color facial identification feature extraction and automatic identification based on the middle samples. Finally, extensive experiments performed on the international and universal AR standard color face database verify the effectiveness of the proposed method.
出处 《常熟理工学院学报》 2011年第8期101-105,共5页 Journal of Changshu Institute of Technology
关键词 中间样本 彩色人脸识别 鉴别特征 特征抽取 自动识别 middle samples color face recognition discriminating characteristics feature extraction automatic identification
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  • 1宋枫溪,程科,杨静宇,刘树海.最大散度差和大间距线性投影与支持向量机[J].自动化学报,2004,30(6):890-896. 被引量:58
  • 2刘永俊,陈才扣.最大散度差鉴别分析及人脸识别[J].计算机工程与应用,2006,42(34):208-210. 被引量:23
  • 3Yip A,Sinha P.Role of Color in Face Recognition[Z].MIT AI Memo,2001.
  • 4Wang Chengzhang,Yin Baocai,Bai Xiaoming,et al.Color Face Recognition Based on 2DPCA[C] //Proc.of ICPR'08.Tampa,Florida,USA:[s.n.] ,2008.
  • 5Rajapakse M,Tan J.Color Channel Encoding with NMF for Face Recognition[C] //Proc.of International Conference on Image Processing.Cagliari,Italy:[s.n.] ,2004.
  • 6Lin Chih-Jen.Projected Gradient Methods for Non-negative Matrix Factorization[J].Neural Computation,2007,19(10):2756-2779.
  • 7Li S Z,Hou Xinwen,Zhang Hongjiang,et al.Learning Spatially Localized,Parts-based Representation[C] //Proc.of CVPR'01.Hawaii,USA:IEEE Press,2001.
  • 8Bociu I,Pitas I.A New Sparse Image Representation Algorithm Applied to Facial Expression Recognition[C] //Proc.of the 14th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing.[S.l.] :IEEE Press,2004:539-548.
  • 9Peer P.CVL Face Database[DB/OL].[2009-12-03].http://www.lrv.fri.uni-lj.si/facedb.html.
  • 10Sim T,Baker S,Bsat M.The CMU Pose,Illumination and Expression Database of Human Faces[R].Carnegie Mellon University,Technical Report:CMU-RI-TR-01-02,2001.

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