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author:

Zhou, X. (Zhou, X..) [1] | Li, Y.F. (Li, Y.F..) [2] | He, B. (He, B..) [3]

Indexed by:

Scopus

Abstract:

Multi-target visual tracking is a challenge because of data association and mutual occlusion in the interacting targets. This paper presents a Gaussian mixture probability hypothesis density based multi-target visual tracking system with game-theoretical occlusion handling. Firstly, the spatial constraint based appearance model with other interacting targets' interferences is modeled. Then, a two-step occlusion reasoning algorithm is proposed. Finally, an n-person, non-zero-sum, non-cooperative game is constructed to handle the mutual occlusion problem. The individual targets within the occlusion region are regarded as the players in the constructed game to compete for the maximum utilities by using the certain strategies. A Nash Equilibrium of the game is the optimal estimation of the locations of the players within the occlusion region. Experiments on video sequences demonstrate the good performance of the proposed occlusion handling algorithm. © 2013 Elsevier Ltd. All rights reserved.

Keyword:

Appearance model; Game-theory; GM-PHD filter; Multi-target visual tracking; Occlusion handling

Community:

  • [ 1 ] [Zhou, X.]Department of Mechanical and Biomedical Engineering, City University of Hong Kong, Kowloon, Hong Kong
  • [ 2 ] [Li, Y.F.]Department of Mechanical and Biomedical Engineering, City University of Hong Kong, Kowloon, Hong Kong
  • [ 3 ] [He, B.]School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou, China

Reprint 's Address:

  • [Li, Y.F.]Department of Mechanical and Biomedical Engineering, City University of Hong Kong, Kowloon, Hong Kong

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Source :

Pattern Recognition

ISSN: 0031-3203

Year: 2013

Issue: 10

Volume: 46

Page: 2670-2684

2 . 5 8 4

JCR@2013

7 . 5 0 0

JCR@2023

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 20

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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