Human identification based on gait analysis

被引:0
|
作者
Hong, Sungjun [1 ]
Lee, Heesung [1 ]
Nizami, Imran Fareed [1 ]
An, Sung-Je [1 ]
Kim, Euntai [1 ]
机构
[1] Yonsei Univ, Biometr Engn Res Ctr, Seoul 120749, South Korea
关键词
biometrics; human identification; gait recognition; silhouette images; principal component analysis; dynamic time-warping matching;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we have proposed a new representation for human gait recognition which is called as mass vector. The mass vector along a given row is defined as the number of pixels with a nonzero value in a given row of the binarized silhouette of a walking person. Sequences of temporally ordered mass vector are used to represent a gait of an individual. Besides, different gait features are extracted from the mass vector such as the down-sampled mass vectors and the principal components of mass vectors. We use the dynamic time-warping (DTW) approach for matching so that non-linear time normalization may be used to deal with the naturally-occurring changes in walking speed. Experimental results show that mass vector has a higher discriminative power than previous works for gait recognition.
引用
收藏
页码:1009 / 1012
页数:4
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