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A person re-identification algorithm based on color topology

  • Guodong Zeng
  • , Hai Miao Hu*
  • , Yanhing Geng
  • , Chi Zhang
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The color feature is one of the main features in person re-identification. Due to the illumination variation and similarity interference, the color feature is not robust. For practical applications, different pedestrian may have similar statistical distribution in terms of color histogram, while the same pedestrian may have different statistical distribution. However, it can be observed that although the color statistical information is not robust, the color spatial distribution can remain stable. According to this observation, this paper proposes a new feature, namely the color topology, to describe the color spatial distribution. One image is segmented into patches and the proposed color topology is represented according to both the gradient and the value of color changes among adjacent patches. Based on the color topology, a person re-identification algorithm is implemented in this paper. The experimental results demonstrate that the proposed algorithm can significantly improve the recognition performance when compared with the state-of-the-art.

源语言英语
主期刊名2014 IEEE International Conference on Image Processing, ICIP 2014
出版商Institute of Electrical and Electronics Engineers Inc.
2447-2451
页数5
ISBN(电子版)9781479957514
DOI
出版状态已出版 - 28 1月 2014

出版系列

姓名2014 IEEE International Conference on Image Processing, ICIP 2014

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