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基于Hilbert-Huang描述子的步态识别方法

Gait Recognition Based on Hilbert-Huang Descriptors
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摘要 提出了一种基于Hilbert-Huang描述子和K-近邻法的步态识别方法.对于每个步态序列,首先通过背景减差法检测运动目标的轮廓,然后使用Hilbert-Huang描述子对轮廓线进行描述,获取步态特征.运用K-近邻法分析方法,对步态进行自动识别.实验结果表明所提出的步态识别方法识别率达到了78%. This paper proposes a gait recognition method based on Hilbert-Huang Descriptors (HHDs) and K-Nearest Neighbors method (KNN). For each image sequence, background subtraction algorithm is firstly used to segment the silhouettes of moving object from the background. When analyzing the body contours by HHDs, we obtained the gait feathers. K-Nearest Neighbors method is finally applied to analysis and recognition automatically. The experimental results demonstrated that the approach reached 78% correctly rate.
作者 程琼 付波
出处 《武汉大学学报(理学版)》 CAS CSCD 北大核心 2008年第1期124-128,共5页 Journal of Wuhan University:Natural Science Edition
基金 国家自然科学基金(60702079) 湖北省自然基金(2006ABA027)资助项目
关键词 步态识别 Hilbert-Huang描述子 K-近邻法 gait recognition Hilbert-Huang descriptors K-Nearest Neighbors
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参考文献10

  • 1田光见,赵荣椿.步态识别综述[J].计算机应用研究,2005,22(5):20-22. 被引量:16
  • 2Johansson G. Visual Perception of Biological Notion and a Model for Its Analysis [J]. Perception Psychophys ,1973,14(2) :201-211. 被引量:1
  • 3Cunado D, Nixon M, Carter J. Using Gait as a Biometric, via Phase-Weighted Magnitude Spectra[C]// Proceedings of International Conference on Audioand Video-Based Biometric Person Authentication. Washington D C: IEEE Press, 1997 : 95-102. 被引量:1
  • 4BenAdbelkader C, Cutler R, Davis L. Motion-Based Recognition of People in Eigengait Space[C]//Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition. Washington D C: IEEE Press, 2002 : 254-259. 被引量:1
  • 5Collins R, Lipton A, Kanade T, et al. A System for Video Surveillance and Monitoring [R]. Pittsburgh: Carnegie Mellon University, 2000. 被引量:1
  • 6Huang P, Harris C, Nixon M. Human Gait Recognition in Canonical Space Using Temporal Templates [J]. Vision Image and Signal Processing, 1999,146 (2) :93-100. 被引量:1
  • 7王亮,胡卫明,谭铁牛.基于步态的身份识别[J].计算机学报,2003,26(3):353-360. 被引量:158
  • 8韩鸿哲,李彬,王志良,刘冀伟.基于傅立叶描述子的步态识别[J].计算机工程,2005,31(2):48-49. 被引量:21
  • 9Huang N E,Shen Z,Long S R,et al. The Empirical Mode Deccomposition and the Hilbert Spectrum for Nonlinear and Nonstationary Time Series Analysis[J]. Proc Roy Soc London, Ser A, 1998,454 : 903-995. 被引量:1
  • 10牛发亮,黄进,杨家强,陈理渊,金海.基于感应电机启动电磁转矩Hilbert-Huang变换的转子断条故障诊断[J].中国电机工程学报,2005,25(11):107-112. 被引量:43

二级参考文献62

  • 1Johansson G. Visual Perception of Biological Notion and a Model for Its Analysis. Perception Psychophys, 1973, 14(2): 201-211 被引量:1
  • 2Barclay C, Cutting J, Kozlowski L. Temporal and Spatial Factors in Gait Perception That Influence Gender Recognition. Perception and Psychophysics, 1978, 23(2):145-152 被引量:1
  • 3Cutting J E. Kozlowski L T. Recognizing Friends by Their Walk: Gait Perception Without Familiarity Cues. Bull Psychonom, Society, 1977,9(5): 353-356 被引量:1
  • 4Benabdelkader C, Cutler R, Davis L. Motion-based Recognition of People in EigenGait Space. In: Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition, 2002 被引量:1
  • 5Foster J P, Nixon M S. Prugel-Bennet A. Automatic Gait Recognition Using Area Based Metrics. Pattern Recognition Letters, 2003, 24:2489 被引量:1
  • 6Lee L, Grimson W E L. Gait Analysis for Recognition and Classification. In: Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition, 2002 被引量:1
  • 7Collins R T, Gross R, Shi J. Silhouette-based Human Identification from Body Shape and Gait. In: Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition, 2002 被引量:1
  • 8Kauppinen H, Seppanen T, Pietikainen M. An Experimental Comparison of Autoregressive and Fourier-based Descriptors in 2D Shape Classification. IEEE Trans. Pattern Analysis and Machine Intelligence, 1995, 17(2): 201-207 被引量:1
  • 9Persoon E, Fu K S. Shape Discrimination Using Fourier Descriptors.IEEE Trans. Pattern Analysis and Machine Intelligence, 1986,8(5):388 被引量:1
  • 10Han Hongzhe, Wang Zhiliang, Liu Jiwei, et al. Adaptive Background Modeling with Shadow Suppression. In: Proc. of IEEE International Conference on Intelligent Transportation System, 2003 被引量:1

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