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Gait recognition under carrying condition : a static dynamic fusion method
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Guan, Yu, Li, Chang-Tsun and Hu, Yongjian (2012) Gait recognition under carrying condition : a static dynamic fusion method. In: Optics, Photonics, and Digital Technologies for Multimedia Applications II, Brussels, Belgium, 17 April, 2012. Published in: Proceedings of SPIE, Vol.8436 84360W. doi:10.1117/12.922492 ISSN 0277786X.
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Official URL: http://dx.doi.org/10.1117/12.922492
Abstract
When an individual carries an object, such as a briefcase, conventional gait recognition algorithms based on average silhouette/Gait Energy Image (GEI) do not always perform well as the object carried may have the potential of being mistakenly regarded as a part of the human body. To solve such a problem, in this paper, instead of directly applying GEI to represent the gait information, we propose a novel dynamic feature template for classification. Based on this extracted dynamic information and some static feature templates (i.e., head part and trunk part), we cast gait recognition on the large USF (University of South Florida) database by adopting a static/dynamic fusion strategy. For the experiments involving carrying condition covariate, significant improvements are achieved when compared with other classic algorithms.
Item Type: | Conference Item (Paper) | ||||
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Subjects: | Q Science > QA Mathematics T Technology > TA Engineering (General). Civil engineering (General) |
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Library of Congress Subject Headings (LCSH): | Gait in humans -- Mathematical models, Template matching (Digital image processing) | ||||
Journal or Publication Title: | Proceedings of SPIE | ||||
Publisher: | SPIE | ||||
ISSN: | 0277786X | ||||
Official Date: | 1 June 2012 | ||||
Dates: |
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Volume: | Vol.8436 | ||||
Page Range: | 84360W | ||||
DOI: | 10.1117/12.922492 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Date of first compliant deposit: | 22 December 2015 | ||||
Date of first compliant Open Access: | 22 December 2015 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | Optics, Photonics, and Digital Technologies for Multimedia Applications II | ||||
Type of Event: | Conference | ||||
Location of Event: | Brussels, Belgium | ||||
Date(s) of Event: | 17 April, 2012 |
Data sourced from Thomson Reuters' Web of Knowledge
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