发表状态 | 已发表Published |
题名 | Human gait recognition by the fusion of motion and static spatio-temporal templates |
作者 | |
发表日期 | 2007 |
发表期刊 | PATTERN RECOGNITION
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ISSN/eISSN | 0031-3203 |
卷号 | 40期号:9页码:2563-2573 |
摘要 | In this paper, we propose a gait recognition algorithm that fuses motion and static spatio-temporal templates of sequences of silhouette images, the motion silhouette contour templates (MSCTs) and static silhouette templates (SSTs). MSCTs and SSTs capture the motion and static characteristic of gait. These templates would be computed from the silhouette sequence directly. The performance of the proposed algorithm is evaluated experimentally using the SOTON data set and the USF data set. We compared our proposed algorithm with other research works on these two data sets. Experimental results show that the proposed templates are efficient for human identification in indoor and outdoor environments. The proposed algorithm has a recognition rate of around 85% on the SOTON data set. The recognition rate is around 80% in intrinsic difference group (probes A-C) of USF data set. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved. |
关键词 | gait recognition motion silhouette contour templates static silhouette templates biometrics |
DOI | 10.1016/j.patcog.2006.11.014 |
URL | 查看来源 |
收录类别 | SCIE |
语种 | 英语English |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000246932200017 |
Scopus入藏号 | 2-s2.0-34247557518 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/7821 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Lee, Raymond S.T. |
作者单位 | Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China |
推荐引用方式 GB/T 7714 | Lam, Toby H. W.,Lee, Raymond S.T.,Zhang, David. Human gait recognition by the fusion of motion and static spatio-temporal templates[J]. PATTERN RECOGNITION, 2007, 40(9): 2563-2573. |
APA | Lam, Toby H. W., Lee, Raymond S.T., & Zhang, David. (2007). Human gait recognition by the fusion of motion and static spatio-temporal templates. PATTERN RECOGNITION, 40(9), 2563-2573. |
MLA | Lam, Toby H. W.,et al."Human gait recognition by the fusion of motion and static spatio-temporal templates". PATTERN RECOGNITION 40.9(2007): 2563-2573. |
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