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author:

Dai, M. (Dai, M..) [1] | Lin, P. (Lin, P..) [2] | Wu, L. (Wu, L..) [3] | Chen, Z. (Chen, Z..) [4] | Lai, S. (Lai, S..) [5] | Zhang, J. (Zhang, J..) [6] | Cheng, S. (Cheng, S..) [7] | He, X. (He, X..) [8]

Indexed by:

Scopus

Abstract:

In this paper, a novel and robust method which exploits the spatiotemporal context for orderless and blurred visual tracking is presented. This lets the tracker adapt to both rigid and deformable objects on-line even if the image is blurred. We observe that a RGB vector of an image which is resized into a small fixed size can keep enough useful information. Based on this observation and computational reasons, we propose to resize the windows of both template and candidate target images into 2×2 and use Euclidean Distance to compute the similarity between these two RGB image vectors for the preliminary screening. We then apply spatio-temporal context based on Bayesian framework to further compute a confidence map for obtaining the best target location. Experimental results on challenging video sequences in MATLAB without code optimization show the proposed tracking method outperforms eight state-of-the-art methods. © Springer International Publishing Switzerland 2015.

Keyword:

Bayesian framework; Euclidean Distance; Resize; Spatio-temporal-context

Community:

  • [ 1 ] [Dai, M.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 2 ] [Lin, P.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 3 ] [Wu, L.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 4 ] [Chen, Z.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 5 ] [Lai, S.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 6 ] [Zhang, J.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 7 ] [Cheng, S.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350108, China
  • [ 8 ] [He, X.]University of Technology, Sydney, Australia

Reprint 's Address:

  • [Cheng, S.]Institute of Micro/ Nano Devices and Solar Cells, College of Physics and Information Engineering, Fuzhou UniversityChina

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Source :

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

ISSN: 0302-9743

Year: 2015

Volume: 8935

Page: 25-36

Language: English

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count:

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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