Texture and Motion Pattern Fusion for Background Subtraction

DOI

10.2991/jcis.2008.59How to use a DOI?

Keywords

Background Subtraction, texture pattern, motion pattern

Abstract

In this paper, we propose a novel background subtraction algorithm, which takes both texture and motion information into account. Texture information is represented by local binary pattern (LBP), which is tolerant of illumination changes and is computational simplicity. Assuming that there is significant structure in the correlations between observations across time, we propose a novel operator to extract motion information. Then, each pixel is modeled as a group of texture pattern histograms and motion pattern histograms respectively. Finally, we combine the texture pattern-based and motion pattern-based background model. Experimental results on challenging videos demonstrate the robustness and effectiveness of the proposed method.

Copyright

© 2008, the Authors. Published by Atlantis Press.

Open Access

This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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TY  - CONF
AU  - Bineng Zhong
AU  - Xiaopeng Hong
AU  - Hongxun Yao
AU  - Shiguang Shan
AU  - Xilin Chen
AU  - Wen Gao
PY  - 2008/12
DA  - 2008/12
TI  - Texture and Motion Pattern Fusion for Background Subtraction
BT  - Proceedings of the 11th Joint Conference on Information Sciences (JCIS 2008)
PB  - Atlantis Press
SP  - 345
EP  - 351
SN  - 1951-6851
UR  - https://doi.org/10.2991/jcis.2008.59
DO  - 10.2991/jcis.2008.59
ID  - Zhong2008/12
ER  -