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Person re-identification using partial least squares appearance modelling
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Watson, Gregory A. and Bhalerao, Abhir (2017) Person re-identification using partial least squares appearance modelling. In: 19th International Conference on Image Analysis and Processing, Catania, Italy, 11-15 Sep 2017. Published in: Image Analysis and Processing - ICIAP 2017. ICIAP 2017, 18485 pp. 25-36. ISBN 9783319685472. ISSN 0302-9743.
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Official URL: https://doi.org/10.1007/978-3-319-68548-9_3
Abstract
Person Re-Identification is an important task in surveillance and
security systems. Whilst most methods work by extracting features from the entire image, the best methods improve performance by prioritising features from foreground regions during the feature extraction stage. In this paper, we propose the use of a Partial Least Squares Regression model to predict the skeleton of a person, allowing us to prioritise features from a person's limbs rather than from the background. Once the foreground area has been identified,we use the LOMO [10] and Salient Colour Names [21] features.We then use the XQDA [10] Distance Metric Learning method to compute the distance between each of the feature vectors. Experiments on VIPeR [4], QMUL GRID [13{15] and CUHK03 [9] data sets demonstrate significant improvements against state-of-the-art.
Item Type: | Conference Item (Paper) | ||||||
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Subjects: | T Technology > TK Electrical engineering. Electronics Nuclear engineering | ||||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
Library of Congress Subject Headings (LCSH): | Pattern recognition systems, Computer vision, Video surveillance, Biometric identification, Digital video | ||||||
Series Name: | Lecture Notes in Computer Science | ||||||
Journal or Publication Title: | Image Analysis and Processing - ICIAP 2017. ICIAP 2017 | ||||||
Publisher: | Springer | ||||||
ISBN: | 9783319685472 | ||||||
ISSN: | 0302-9743 | ||||||
Editor: | Battiato, S. and Gallo , G. and Schettini , R. and Stanco , F. | ||||||
Official Date: | 13 October 2017 | ||||||
Dates: |
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Volume: | 18485 | ||||||
Page Range: | pp. 25-36 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Date of first compliant deposit: | 17 July 2017 | ||||||
Date of first compliant Open Access: | 1 February 2018 | ||||||
Conference Paper Type: | Paper | ||||||
Title of Event: | 19th International Conference on Image Analysis and Processing | ||||||
Type of Event: | Conference | ||||||
Location of Event: | Catania, Italy | ||||||
Date(s) of Event: | 11-15 Sep 2017 | ||||||
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