• KSII Transactions on Internet and Information Systems
    Monthly Online Journal (eISSN: 1976-7277)

Efficient Mean-Shift Tracking Using an Improved Weighted Histogram Scheme

Vol. 8, No. 6, June 26, 2014
10.3837/tiis.2014.06.009, Download Paper (Free):

Abstract

An improved Mean-Shift (MS) tracker called joint CB-LBWH, which uses a combined weighted-histogram scheme of CBWH (Corrected Background-Weighted Histogram) and LBWH (likelihood-based Background-Weighted Histogram), is presented. Joint CB-LBWH is based on the notion that target representation employs both feature saliency and confidence to form a compound weighted histogram criterion. As the more prominent and confident features mean more significant for tracking the target, the tuned histogram by joint CB-LBWH can reduce the interference of background in target localization effectively. Comparative experimental results show that the proposed joint CB-LBWH scheme can significantly improve the efficiency and robustness of MS tracker when heavy occlusions and complex scenes exist.


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Cite this article

[IEEE Style]
D. Wang, K. Chen1, W. Sun, S. Yu, H. Wang, "Efficient Mean-Shift Tracking Using an Improved Weighted Histogram Scheme," KSII Transactions on Internet and Information Systems, vol. 8, no. 6, pp. 1964-1981, 2014. DOI: 10.3837/tiis.2014.06.009.

[ACM Style]
Dejun Wang, Kai Chen1, Weiping Sun, Shengsheng Yu, and Hanbing Wang. 2014. Efficient Mean-Shift Tracking Using an Improved Weighted Histogram Scheme. KSII Transactions on Internet and Information Systems, 8, 6, (2014), 1964-1981. DOI: 10.3837/tiis.2014.06.009.

[BibTeX Style]
@article{tiis:20539, title="Efficient Mean-Shift Tracking Using an Improved Weighted Histogram Scheme", author="Dejun Wang and Kai Chen1 and Weiping Sun and Shengsheng Yu and Hanbing Wang and ", journal="KSII Transactions on Internet and Information Systems", DOI={10.3837/tiis.2014.06.009}, volume={8}, number={6}, year="2014", month={June}, pages={1964-1981}}