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Gait recognition based on joint distribution of motion angles

机译:基于运动角联合分布的步态识别

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摘要

Gait as a biometric trait has the ability to be recognized in remote monitoring. In this article, a method based on joint distribution of motion angles is proposed for gait recognition. The new feature of the motion angles of lower limbs is defined and extracted from either 2D video database or 3D motion capture database, and the corresponding angles of right leg and left leg are joined together to work out the joint distribution spectrums. Based on the joint distribution of these angles, we build a feature histogram individually. In the stage of distance measurement, three types of distance vector are defined and utilized to measure the similarity between the histograms, and then a classifier is built to implement the classification. Experiments has been carried out both on CAS1A Gait Database and CMU motion capture database, which show that our method can achieve a good recognition performance.
机译:步态是一种生物特征,具有在远程监控中被识别的能力。本文提出了一种基于运动角联合分布的步态识别方法。定义并从2D视频数据库或3D运动捕获数据库中提取下肢运动角度的新特征,并将右腿和左腿的相应角度结合在一起以得出关节分布谱。基于这些角度的联合分布,我们分别构建特征直方图。在距离测量阶段,定义了三种类型的距离矢量,并利用它们来测量直方图之间的相似度,然后建立一个分类器来实现分类。在CAS1A步态数据库和CMU运动捕获数据库上均进行了实验,表明我们的方法可以达到良好的识别性能。

著录项

  • 来源
    《Journal of Visual Languages & Computing》 |2014年第6期|754-763|共10页
  • 作者单位

    School of Software Engineering, Beijing Jiaotong University, Haidian District, Beijing 100044, China;

    School of Software Engineering, Beijing Jiaotong University, Haidian District, Beijing 100044, China;

    School of Software Engineering, Beijing Jiaotong University, Haidian District, Beijing 100044, China;

    School of Software Engineering, Beijing Jiaotong University, Haidian District, Beijing 100044, China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Biometrics; Gait recognition; Joint distribution; Feature histogram;

    机译:生物识别;步态识别;联合发行;特征直方图;

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