Computer Science & Technology

Analysis of Video Trajectory Based on Spatial-Temporal Extension to Locally Linear Embedding

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  • Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education,Anhui University,Hefei 230039,Anhui,China
符茂胜(1972-) ,男,博士,副教授,主要从事模式识别、视频分析研究.

Received date: 2010-08-23

  Revised date: 2011-01-19

  Online published: 2011-04-01

Supported by

国家自然科学基金资助项目( 60772122) ; 安徽省自然科学基金资助项目( 090412261x, 11040606M150) ; 安徽省教育厅自然科学重点科研计划项目( KJ2009A054,KJ2010A326)

Abstract

As the video trajectory has become a new tool for the automatic analysis of video images,an algorithm of video trajectory description based on the spatial-temporal extension to locally linear embedding ( ST-LLE) is proposed. In this algorithm,first,video clips are divided into continuous subsequences,and non-trivial k-nearest neighbors ( ntKNN) are adopted to capture similar video subsequence mode with spatial-temporal constraint. Then,the weights between each video subsequence and its non-trivial k-nearest neighbors are constructed,according to which the low-dimension embedded vectors of the video subsequence are calculated. Thus,the trajectory of the video subsequence is successfully obtained. Experimental results demonstrate that the proposed algorithm effectively describes the complex spatial-temporal structures of video sequences and helps to obtain more reasonable video trajectory,as compared with the original locally linear embedding algorithm.

Cite this article

Fu Mao-sheng Luo Bin Kong Min Qin Jian-peng . Analysis of Video Trajectory Based on Spatial-Temporal Extension to Locally Linear Embedding[J]. Journal of South China University of Technology(Natural Science), 2011 , 39(5) : 97 -101 . DOI: 10.3969/j.issn.1000-565X.2011.05.017

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