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Author:

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

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

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

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Source :

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

ISSN: 1051-8215

Year: 2017

Issue: 3

Volume: 27

Page: 554-566

8 . 4 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:165

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 30

SCOPUS Cited Count: 36

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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