Title | A new representation for human gait recognition: Motion Silhouettes Image (MSI) |
Creator | |
Date Issued | 2006 |
Conference Name | International Conference on Biometrics |
Source Publication | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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ISBN | 3540311114 |
ISSN | 0302-9743 |
Volume | 3832 LNCS |
Pages | 612-618 |
Conference Date | JAN 05-07, 2006 |
Conference Place | Hong Kong, PEOPLES R CHINA |
Abstract | Recently, gait recognition for human identification has received substantial attention from biometrics researchers. Compared with other biometrics, it is more difficult to disguise. In addition, gait can be captured in a distance by using low-resolution capturing devices. In this paper, we proposed a new representation for human gait recognition which is called Motion Silhouettes Image (MSI). MSI is a grey-level image which embeds the critical spatio-temporal information. Experiments showed that MSI has a high discriminative power for gait recognition. The recognition rate is around 87% in SOTON dataset by using MSI for recognition. The recognition rate is quite promising. In addition, MSI can also reduce the storage size of the dataset. After using MSI, the storage size of SOTON has reduced to 4.2MB. © Springer-Verlag Berlin Heidelberg 2005. |
URL | View source |
Indexed By | SCIE ; CPCI-S |
Language | 英语English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS ID | WOS:000235768300081 |
Scopus ID | 2-s2.0-33744957579 |
Citation statistics | |
Document Type | Conference paper |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/7905 |
Collection | Research outside affiliated institution |
Affiliation | Department of Computing,Hong Kong Polytechnic University,Hung Hom, Kowloon,Hong Kong |
Recommended Citation GB/T 7714 | Lam, Toby H.W.,Lee, Raymond S.T. A new representation for human gait recognition: Motion Silhouettes Image (MSI)[C], 2006: 612-618. |
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