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Silhouette analysis-based gait recognition for human identification
Wang, L; Tan, T; Ning, HZ; Hu, WM
2003-12-01
发表期刊IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
卷号25期号:12页码:1505-1518
文章类型Article
摘要Human identification at a distance has recently gained growing interest from computer vision researchers. Gait recognition aims essentially to address this problem by identifying people based on the way they walk. In this paper, a simple but efficient gait recognition algorithm using spatial-temporal silhouette analysis is proposed. For each image sequence, a background subtraction algorithm and a simple correspondence procedure are first used to segment and track the moving silhouettes of a walking figure. Then, eigenspace transformation based on Principal Component Analysis (PICA) is applied to time-varying distance signals derived from a sequence of silhouette images to reduce the dimensionality of the input feature space. Supervised pattern classification techniques are finally performed in the lower-dimensional eigenspace for recognition. This method implicitly captures the structural and transitional characteristics of gait. Extensive experimental results on outdoor image sequences demonstrate that the proposed algorithm has an encouraging recognition performance with relatively low computational cost.
关键词Human Motion Analysis Biometrics Gait Recognition Principal Component Analysis
WOS标题词Science & Technology ; Technology
关键词[WOS]VISUAL ANALYSIS
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000186765000001
引用统计
被引频次:491[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9893
专题09年以前成果
作者单位Chinese Acad Sci, Inst Automat, NLPR, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
Wang, L,Tan, T,Ning, HZ,et al. Silhouette analysis-based gait recognition for human identification[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2003,25(12):1505-1518.
APA Wang, L,Tan, T,Ning, HZ,&Hu, WM.(2003).Silhouette analysis-based gait recognition for human identification.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,25(12),1505-1518.
MLA Wang, L,et al."Silhouette analysis-based gait recognition for human identification".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 25.12(2003):1505-1518.
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