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Multiple-Shot Person Re-identification by HPE Signature

In this paper, we propose a novel appearance-based method for person re-identification, that condenses a set of frames of the same individual into a highly informative signature, called Histogram Plus Epitome, HPE. It incorporates complementary global and local statistical descriptions of the human...

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Bibliographic Details
Main Authors: Bazzani, Loris, Cristani, Marco, Perina, Alessandro, Farenzena, Michela, Murino, Vittorio
Format: Conference Proceeding
Language:eng ; jpn
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Summary:In this paper, we propose a novel appearance-based method for person re-identification, that condenses a set of frames of the same individual into a highly informative signature, called Histogram Plus Epitome, HPE. It incorporates complementary global and local statistical descriptions of the human appearance, focusing on the overall chromatic content, via histograms representation, and on the presence of recurrent local patches, via epitome estimation. The matching of HPEs provides optimal performances against low resolution, occlusions, pose and illumination variations, defining novel state-of-the-art results on all the datasets considered.
ISSN:1051-4651
2831-7475
DOI:10.1109/ICPR.2010.349