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Author:

Jia, Songmin (Jia, Songmin.) (Scholars:贾松敏) | Zeng, Dishi (Zeng, Dishi.) | Xu, Tao (Xu, Tao.) | Zhang, Hui (Zhang, Hui.) | Li, Xiuzhi (Li, Xiuzhi.)

Indexed by:

CPCI-S

Abstract:

Object tracking is always in the core status with the develop of robotics. In this paper, we proposed a novel tracking framework based on Spatio-Temporal Context tracking (STC) and Template-Matching algorithm(TM). STC tracking method is a fast and simplified tracking method that strongly dependent on the context region (the surrounding background of the target). Therefore, it cannot correct the tracking error by itself and even lost the target during tracking. Under this circumstance, we make a closed-loop judgment whether the movement of the target between two neighboring image sequence larger than a constant or not. If the movement larger than the constant, the template matching is employed as sample detector to correct the error or re-track the target on line. The templatematching algorithm is an efficient and fast detection algorithm that find the maximum probability point in the image that similar to the template. In order to decrease the calculating time, the search region is not the whole image but the context region of STC tracking method. What's more, after tracking and detecting we update the scale parameter to adapt the change of the target's appearance. Finally, experimental result demonstrate that our tracking method have improve the robustness of tracking.

Keyword:

Spatio-Temporal Context tracking hybrid tracking sliding window Template Matching

Author Community:

  • [ 1 ] [Jia, Songmin]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Zeng, Dishi]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Xu, Tao]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Zhang, Hui]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 5 ] [Li, Xiuzhi]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China
  • [ 6 ] [Jia, Songmin]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 7 ] [Zeng, Dishi]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 8 ] [Xu, Tao]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 9 ] [Zhang, Hui]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 10 ] [Li, Xiuzhi]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 11 ] [Jia, Songmin]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China
  • [ 12 ] [Zeng, Dishi]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China
  • [ 13 ] [Xu, Tao]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China
  • [ 14 ] [Zhang, Hui]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China
  • [ 15 ] [Li, Xiuzhi]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 贾松敏

    [Jia, Songmin]Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100124, Peoples R China;;[Jia, Songmin]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China;;[Jia, Songmin]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China

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Source :

2016 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA)

Year: 2016

Page: 1840-1845

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: 1

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