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基于Zernike不变矩的人形识别研究 被引量:5

STUDY ON HUMAN SHAPE RECOGNITION BASED ON ZERNIKE MOMENT INVARIANTS
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摘要 针对智能视频监控系统中基于不变矩的人形识别进行研究。建立一个含有201个人形样本、67个动物样本的图库,采用最小距离分类器对目标Hu矩和Zernike矩分类识别。实验验证表明该方法是有效且可靠的,一般场景下人形识别率可以达到89%以上。 In this article we study the moment invariants-based human shape recognition in intelligent video monitoring system, and establish an image library which contains 201 human shape samples and 67 animal samples. Minimum distance classifier is used to classify and recognise the Hu moment invariants and Zernike moment invariants. Experimental verification demonstrates that method is effective and reliable, in general scenarios the human shape recognition rate can achieve 89% and higher.
出处 《计算机应用与软件》 CSCD 北大核心 2013年第8期162-165,共4页 Computer Applications and Software
基金 陕西省工业攻关计划项目(2011K09-36) 陕西省教育厅科研计划项目(12JK0528) 陕西省科技攻关计划项目(2012K06-16)
关键词 HU矩 ZERNIKE矩 人形识别 最小距离分类器 Hu moment invariants Zernike moment invariants Human shape recognition Minimum distance classifier
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  • 1底哲.小波提升算法及其在图像处理中的应用[J].无线电工程,2005,35(3):1-2. 被引量:4
  • 2章毓晋.图像处理和分析[M].清华大学出版社,1999,3..
  • 3TOTH D, AACH T. Improved minimum distance classification with Gaussian outlier detection for industrial inspection[A]. Italy, 11th International Conference on Image Analysis and Processing Palermo[C],2001. 584-588.
  • 4CAMPBELL J. Digital Image Classification Geography 4354 - Remote Sensing[EB/OL]. http://cegis.cgit.vt.edu/userwebs/mdougher/Webfiles/Classification_report.pdf.
  • 5JAIN AK, ROBERT P W DUIN, MAO J. Statistical Pattern Recognition: A Review[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000,22(1):4-37.
  • 6BLAKE CL, MERZ CJ. UCI repository of machine learning databases[DB/OL]. University of California, Irvine, Dept. of Information and Computer Sciences. http://www.ics.uci.edu/~mlearn/MLRepository.html,1996.
  • 7HUM K. Visual Pattern Recognition by Moment Invariants [J]. IEEE Trans on Information Theory, 1962, (8): 179-187
  • 8Yuji KUNO. Automated Detection of Visual Surveillance System.Proceedings of ICPR '96,1996
  • 9Utsumi A, Tetsutani N. Human Detection Using Geometrical Pixel Value Structures. Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition (FGR.02),2002
  • 10M-K Hu,Pattern recognition by moments invariants[J],Proc,IRE,1961,49(9):1428.

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