Details of Research Outputs

TitleSilhouette Spatio-temporal Spectrum (SStS) for gait-based human recognition
Creator
Date Issued2005
Conference Name3rd International Conference on Advances in Pattern Recognition
Source PublicationLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
ISBN3540288333
ISSN0302-9743
Volume3687 LNCS
Pages309-315
Conference DateAUG 22-25, 2005
Conference PlaceBath, 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.

KeywordCorn Covariance Rause
DOI10.1007/11552499_35
URLView source
Indexed BySCIE ; CPCI-S
Language英语English
WOS Research AreaComputer Science ; Imaging Science & Photographic Technology
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Imaging Science & Photographic Technology
WOS IDWOS:000232249700035
Scopus ID2-s2.0-85109054221
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeConference paper
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/7908
CollectionResearch outside affiliated institution
Corresponding AuthorLam, 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.
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