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作者:

Li, Jian-Ke (Li, Jian-Ke.) | Zhang, Hui (Zhang, Hui.) | Zhao, Bao-Jun (Zhao, Bao-Jun.) | Zhang, Chang-Shui (Zhang, Chang-Shui.)

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摘要:

The manifold structure analysis of face image components in RGB color space was given in the paper. A novel face recognition method, which integrates manifold learning technique with the color information, was proposed. In this method, locally linear embedding (LLE) was used for feature extraction. Afterward normalization and fusion was done for the extracted features. LDA was used for improving classification ability. The kNN classifier performed face recognition. The experiment results have shown that the proposed method can improve the performance of both the Fishface intensity image method and the single color component method for face recognition.

关键词:

Color Face recognition Image enhancement Learning systems

作者机构:

  • [ 1 ] [Li, Jian-Ke]School of Information Technology, Hebei University of Economics and Business, Shijiazhuang, Hebei 050061, China
  • [ 2 ] [Li, Jian-Ke]State Key Laboratory of Intelligent and Systems, Department of Automation, Tsinghua University, Beijing 100084, China
  • [ 3 ] [Zhang, Hui]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 4 ] [Zhao, Bao-Jun]Center for Research on Radar Technology, Beijing Institute of Technology, Beijing 100081, China
  • [ 5 ] [Zhang, Chang-Shui]State Key Laboratory of Intelligent and Systems, Department of Automation, Tsinghua University, Beijing 100084, China

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来源 :

Transaction of Beijing Institute of Technology

ISSN: 1001-0645

年份: 2014

期: 5

卷: 34

页码: 528-532

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WoS核心集被引频次: 0

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ESI高被引论文在榜: 0 展开所有

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