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Robust view-invariant multiscale gait recognition
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Das Choudhury, Sruti and Tjahjadi, Tardi (2015) Robust view-invariant multiscale gait recognition. Pattern Recognition, Volume 48 (Number 3). pp. 798-811. doi:10.1016/j.patcog.2014.09.022
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WRAP_8471118-es-280115-choudhurytjahjadipr2015.pdf - Accepted Version - Requires a PDF viewer. Download (1091Kb) | Preview |
Official URL: http://dx.doi.org/10.1016/j.patcog.2014.09.022
Abstract
The paper proposes a two-phase view-invariant multiscale gait recognition method (VI-MGR) which is robust to variation in clothing and presence of a carried item. In phase 1, VI-MGR uses the entropy of the limb region of a gait energy image (GEI) to determine the matching gallery view of the probe using 2-dimensional principal component analysis and Euclidean distance classifier. In phase 2, the probe subject is compared with the matching view of the gallery subjects using multiscale shape analysis. In this phase, VI-MGR applies Gaussian filter to a GEI to generate a multiscale gait image for gradually highlighting the subject׳s inner shape characteristics to achieve insensitiveness to boundary shape alterations due to carrying conditions and clothing variation. A weighted random subspace learning based classification is used to exploit the high dimensionality of the feature space for improved identification by avoiding overlearning. Experimental analyses on public datasets demonstrate the efficacy of VI-MGR.
| Item Type: | Journal Article | ||||||||||
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| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||||||||
| Divisions: | Faculty of Science > Engineering | ||||||||||
| Library of Congress Subject Headings (LCSH): | Gait in humans -- Measurement, Multiscale modeling, Pattern recognition systems | ||||||||||
| Journal or Publication Title: | Pattern Recognition | ||||||||||
| Publisher: | Pergamon | ||||||||||
| ISSN: | 0031-3203 | ||||||||||
| Official Date: | March 2015 | ||||||||||
| Dates: |
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| Date of first compliant deposit: | 28 December 2015 | ||||||||||
| Volume: | Volume 48 | ||||||||||
| Number: | Number 3 | ||||||||||
| Number of Pages: | 31 | ||||||||||
| Page Range: | pp. 798-811 | ||||||||||
| DOI: | 10.1016/j.patcog.2014.09.022 | ||||||||||
| Status: | Peer Reviewed | ||||||||||
| Publication Status: | Published | ||||||||||
| Access rights to Published version: | Restricted or Subscription Access | ||||||||||
| Funder: | University of Warwick Postgraduate Research Scholarship |
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