DocumentCode :
1592676
Title :
Kernel Tracking Approach Based on Fuzzy Kernel Histogram
Author :
Wen Zhiqiang ; Zhu Yanhui ; Peng Zhaoyi
Author_Institution :
Sch. of Comput. & Commun., Hunan Univ. of Technol., Zhuzhou, China
fYear :
2012
Firstpage :
321
Lastpage :
324
Abstract :
In kernel tracking, background pixels in object model will induce localization error of object tracking, so we present a kernel tracking approach based on fuzzy kernel histogram in this paper. At first, a fuzzy factor is used in kernel histogram to form the fuzzy kernel histogram and a fuzzy membership functions are designed to acquire the fuzzy factor according to the center-surround approach and the background histogram. Secondly, details about kernel tracking algorithm based on fuzzy kernel histogram is provided. After that, the methods of performance evaluation and parameter selection are proposed. At last, a mass of experimental results show our approach has good localization precision of object tracking.
Keywords :
fuzzy set theory; object tracking; background histogram; background pixels; center-surround approach; fuzzy factor; fuzzy kernel histogram; fuzzy membership functions; kernel tracking approach; object model; object tracking localization error; parameter selection; performance evaluation; Bandwidth; Color; Histograms; Image color analysis; Kernel; Lighting; Vectors; fuzzy kernel histogram; fuzzy membership function; object tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent System Design and Engineering Application (ISDEA), 2012 Second International Conference on
Conference_Location :
Sanya, Hainan
Print_ISBN :
978-1-4577-2120-5
Type :
conf
DOI :
10.1109/ISdea.2012.675
Filename :
6173213
Link To Document :
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