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Color Distribution Pattern Metric for Person Reidentification
Joint Authors
Ye, Yingsheng
Zhang, Xingming
Ng, Wing W. Y.
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-12-18
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
Accompanying the growth of surveillance infrastructures, surveillance IP cameras mount up rapidly, crowding Internet of Things (IoT) with countless surveillance frames and increasing the need of person reidentification (Re-ID) in video searching for surveillance and forensic fields.
In real scenarios, performance of current proposed Re-ID methods suffers from pose and viewpoint variations due to feature extraction containing background pixels and fixed feature selection strategy for pose and viewpoint variations.
To deal with pose and viewpoint variations, we propose the color distribution pattern metric (CDPM) method, employing color distribution pattern (CDP) for feature representation and SVM for classification.
Different from other methods, CDP does not extract features over a certain number of dense blocks and is free from varied pedestrian image resolutions and resizing distortion.
Moreover, it provides more precise features with less background influences under different body types, severe pose variations, and viewpoint variations.
Experimental results show that our CDPM method achieves state-of-the-art performance on both 3DPeS dataset and ImageLab Pedestrian Recognition dataset with 68.8% and 79.8% rank 1 accuracy, respectively, under the single-shot experimental setting.
American Psychological Association (APA)
Ye, Yingsheng& Zhang, Xingming& Ng, Wing W. Y.. 2017. Color Distribution Pattern Metric for Person Reidentification. Wireless Communications and Mobile Computing،Vol. 2017, no. 2017, pp.1-11.
https://search.emarefa.net/detail/BIM-1205841
Modern Language Association (MLA)
Ye, Yingsheng…[et al.]. Color Distribution Pattern Metric for Person Reidentification. Wireless Communications and Mobile Computing No. 2017 (2017), pp.1-11.
https://search.emarefa.net/detail/BIM-1205841
American Medical Association (AMA)
Ye, Yingsheng& Zhang, Xingming& Ng, Wing W. Y.. Color Distribution Pattern Metric for Person Reidentification. Wireless Communications and Mobile Computing. 2017. Vol. 2017, no. 2017, pp.1-11.
https://search.emarefa.net/detail/BIM-1205841
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1205841