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Author:

Hu, Hongwei (Hu, Hongwei.) | Ma, Bo (Ma, Bo.) | Xu, Tao (Xu, Tao.) | Pang, Junbiao (Pang, Junbiao.) (Scholars:庞俊彪)

Indexed by:

CPCI-S

Abstract:

In this paper, we propose to address online visual tracking on the basis of Local Coordinate Coding (LCC), which integrates the advantages of the discriminative method and the generative method. In the discriminative module, a nonlinear function is trained using the local coordinate codes of image patches to identify the foreground patches from background. In the generative module, we introduce a similarity function that takes the spatial structures of local patches in the target into account between the candidate and holistic templates by reconstruction error. To deal with appearance change during tracking, an online update method is introduced. The proposed tracking method is evaluated on different challenging video sequences with center location error, and experimental results demonstrate the good performance of our method.

Keyword:

nonlinear learning manifold visual tracking local coordinate coding

Author Community:

  • [ 1 ] [Hu, Hongwei]Beijing Inst Technol, Sch Comp Sci & Technol, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China
  • [ 2 ] [Ma, Bo]Beijing Inst Technol, Sch Comp Sci & Technol, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China
  • [ 3 ] [Xu, Tao]Beijing Inst Technol, Sch Comp Sci & Technol, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China
  • [ 4 ] [Pang, Junbiao]Beijing Univ Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing, Peoples R China

Reprint Author's Address:

  • [Hu, Hongwei]Beijing Inst Technol, Sch Comp Sci & Technol, Beijing Lab Intelligent Informat Technol, Beijing 100081, Peoples R China

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Source :

2014 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME)

ISSN: 1945-7871

Year: 2014

Language: English

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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