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作者:

Wang, Boyue (Wang, Boyue.) | Hu, Yongli (Hu, Yongli.) (学者:胡永利) | Gao, Junbin (Gao, Junbin.) | Sun, Yanfeng (Sun, Yanfeng.) (学者:孙艳丰) | Yin, Baocai (Yin, Baocai.) (学者:尹宝才)

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EI Scopus SCIE

摘要:

In multicamera video surveillance, it is challenging to represent videos from different cameras properly and fuse them efficiently for specific applications such as human activity recognition and clustering. In this paper, a novel representation for multicamera video data, namely, the product Grassmann manifold (PGM), is proposed to model video sequences as points on the Grassmann manifold and integrate them as a whole in the product manifold form. In addition, with a new geometry metric on the product manifold, the conventional low rank representation (LRR) model is extended onto PGM and the new LRR model can be used for clustering nonlinear data, such as multicamera video data. To evaluate the proposed method, a number of clustering experiments are conducted on several multicamera video data sets of human activity, including the Dongzhimen Transport Hub Crowd action data set, the ACT 42 Human Action data set, and the SKIG action data set. The experiment results show that the proposed method outperforms many state-of-the-art clustering methods.

关键词:

Laplacian matrix low rank representation (LRR) product Grassmann manifold (PGM) subspace clustering

作者机构:

  • [ 1 ] [Wang, Boyue]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 2 ] [Hu, Yongli]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 3 ] [Sun, Yanfeng]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 4 ] [Yin, Baocai]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 5 ] [Gao, Junbin]Univ Sydney, Sch Business, Discipline Business Analyt, Sydney, NSW 2006, Australia
  • [ 6 ] [Yin, Baocai]Dalian Univ Technol, Coll Comp Sci & Technol, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China
  • [ 7 ] [Yin, Baocai]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Collaborat Innovat Ctr Elect Vehicles Beijing, Beijing 100124, Peoples R China

通讯作者信息:

  • [Wang, Boyue]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China

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来源 :

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

ISSN: 1051-8215

年份: 2017

期: 3

卷: 27

页码: 554-566

8 . 4 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:92

中科院分区:2

被引次数:

WoS核心集被引频次: 30

SCOPUS被引频次: 35

ESI高被引论文在榜: 0 展开所有

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