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基于LBP的人脸识别

Face recognition based on LBP
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摘要 本文首次提出应用局部二值模式(LBP)算法来预测人脸旋转姿态。首先建立平均人脸的特征直方图模型(正面人脸特征直方图、左转人脸特征直方图和右转人脸特征直方图),然后通过比较测试人脸特征直方图与平均人脸特征直方图的距离来预测人脸旋转类型。实验结果表明本文方法可以有效的预测人脸姿态。 In this paper,Local binary pattern(LBP) algorithm is first proposed to predict facial rotation.Firstly,the mean histogram models(frontal facial histogram,left-rotated facial histogram and right-rotated facial histogram) are generated.Then compare the distance between the test facial histogram and mean facial histogram models.According to the comparison results the facial rotation can be predicted.Experimental results prove that our method can predict the facial rotation successfully.
出处 《仪器仪表用户》 2011年第3期76-77,共2页 Instrumentation
关键词 LBP算法 特征直方图 人脸旋转 LBP histogram model facial rotation
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参考文献7

  • 1Face Description with Local Binary Patterns: Application to Face Recognition. IEEE TRANSACTIONS ON PATYERN ANALYSIS AND MACHINE INTELLIGENCE, VOL. 28, NO. 12, DECEMBER 2006.
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  • 3T, Ojala, M. Pietikainen, T. Maenpaa, Muhiersolution gray-seale and rotation invariant texture classification with Local Binary Patterns, IEEE Transactions on Patterns Analysis and Machine Intelligence, Vol. 24 (2002) , PP. 971-987.
  • 4C. Shan, S. Gong, and P. W. McOwan, "Robust Facial Expression Recognition Using Local Binary Patterns," Proc. IEEE Int' 1 Conf. Image Processing, pp. II: 914-917, 2005.
  • 5G. Zhang, X, Huang, S.Z. Li, Y. Wang, and X. Wu, "Boosting Local Binary Pattern (LBP)-Based Face Recognition," Proc. Advances in Biometric Person Authentication, pp. 179-186. 2004.
  • 6W. Zhang, S. Shan, W. Gao, X. Chen, and H. Zhang, "Local Gabor Binary Pattern Histogram Sequence ( LGBPHS ) : A Novel Non-Statistical Model for Face Representation and Recognition," Proc. IEEE Int' l Conf. Computer Vision, pp. I: 786- 791, 2005.
  • 7Y. Rodriguez and S. Marcel, "Face Authentication Using Adapted Local Binary Pattern Histograms, " Proc. Ninth European Conf. Computer Vision, pp. IV: 321-332, 2006.

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