Title | Silhouette Spatio-temporal Spectrum (SStS) for gait-based human recognition |
Creator | |
Date Issued | 2005 |
Conference Name | 3rd International Conference on Advances in Pattern Recognition |
Source Publication | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
![]() |
ISBN | 3540288333 |
ISSN | 0302-9743 |
Volume | 3687 LNCS |
Pages | 309-315 |
Conference Date | AUG 22-25, 2005 |
Conference Place | Bath, ENGLAND |
Abstract | Gait has received substantial attention from researchers. Different from other biometrics, gait can be captured in a distance and it is difficult to disguise. In this paper, we propose a feature template: Silhouette Spatio-temporal (SStS). It generates by concatenating silhouette projection vectors (SPV) which is formulated by projection of silhouette in vertical direction. We applied the Principle Component Analysis (PCA) for dimension reduction of the input feature space for recognition. The proposed algorithm has a promising performance, the identification rate is 95% in SOTON dataset and 90% CASIA dataset. Experiments showed that SStS has a high discriminative power and it is suitable for real-time gait recognition system. |
Keyword | Corn Covariance Rause |
DOI | 10.1007/11552499_35 |
URL | View source |
Indexed By | SCIE ; CPCI-S |
Language | 英语English |
WOS Research Area | Computer Science ; Imaging Science & Photographic Technology |
WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Imaging Science & Photographic Technology |
WOS ID | WOS:000232249700035 |
Scopus ID | 2-s2.0-85109054221 |
Citation statistics | |
Document Type | Conference paper |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/7908 |
Collection | Research outside affiliated institution |
Corresponding Author | Lam, Toby H.W. |
Affiliation | Department of Computing,The Hong Kong Polytechnic University,Kowloon,Hung Hom,Hong Kong |
Recommended Citation GB/T 7714 | Lam, Toby H.W.,Ieong, Tony W.H.Ao,Lee, Raymond S.T. Silhouette Spatio-temporal Spectrum (SStS) for gait-based human recognition[C], 2005: 309-315. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment