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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:

CPCI-S EI Scopus

Abstract:

Low-rank representation (LRR) has recently attracted great interest due to its pleasing efficacy in exploring low-dimensional subspace structures embedded in data. One of its successful applications is subspace clustering which means data are clustered according to the subspaces they belong to. In this paper, at a higher level, we intend to cluster subspaces into classes of subspaces. This is naturally described as a clustering problem on Grassmann manifold. The novelty of this paper is to generalize LRR on Euclidean space into the LRR model on Grassmann manifold. The new method has many applications in computer vision tasks. The paper conducts the experiments over two real world examples, clustering handwritten digits and clustering dynamic textures. The experiments show the proposed method outperforms a number of existing methods.

Keyword:

Author Community:

  • [ 1 ] [Wang, Boyue]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Coll Metropolitan Transportat, Beijing, Peoples R China
  • [ 2 ] [Hu, Yongli]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Coll Metropolitan Transportat, Beijing, Peoples R China
  • [ 3 ] [Sun, Yanfeng]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Coll Metropolitan Transportat, Beijing, Peoples R China
  • [ 4 ] [Yin, Baocai]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Coll Metropolitan Transportat, Beijing, Peoples R China
  • [ 5 ] [Gao, Junbin]Charles Sturt Univ, Sch Comp & Math, Bathurst, NSW 2795, Australia

Reprint Author's Address:

  • [Gao, Junbin]Charles Sturt Univ, Sch Comp & Math, Bathurst, NSW 2795, Australia

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Source :

COMPUTER VISION - ACCV 2014, PT I

ISSN: 0302-9743

Year: 2015

Volume: 9003

Page: 81-96

Language: English

Cited Count:

WoS CC Cited Count: 5

SCOPUS Cited Count: 18

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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