DocumentCode :
3426621
Title :
A robust real-time moving object tracking algorithm
Author :
Wenjie, YANG ; Yun, Li
Author_Institution :
Inst. of Comput. Technol., Nanjing Univ. of Posts & Telecommun., Nanjing, China
fYear :
2009
fDate :
9-11 Dec. 2009
Firstpage :
1471
Lastpage :
1475
Abstract :
The fast and reliable way to measure the similarity of tracked targets in sequence frames is the key point in visual tracking. Histogram is one of stable character of objects, which does not vary with change of target shape and scale. As the histogram does not contain the spatial information for the target, there comes out many pseudo-targets with similar histogram with the matched object. Besides the histogram describes color distribution in one region. It results in that the nearby regions have the similar color distribution, which make it difficult to locate target precisely. There always exists some distance away from the best position. On the other hand, the template matching is other useful way to measure the targets, but it is affected too much when target shape changing or overlapped. In this paper we propose a robust object tracking algorithm based on both histogram and template character. The histogram is used as object basic feature, and the flexible template is used for validating the reliability of candidate objects. And Mean shift algorithm is used in the histogram matching to speed up the algorithm to meet the real time requirement. Finally, the paper gives the experiment results, which show that the algorithm is practical and efficient.
Keywords :
image sequences; object detection; target tracking; color distribution; histogram; mean shift algorithm; object feature; pseudo-targets; robust real-time moving object tracking algorithm; sequence frames; spatial information; target shape; template character; template matching; visual tracking; Automatic control; Automation; Educational institutions; Histograms; Object detection; Robust control; Robustness; Shape measurement; Target tracking; Telecommunication computing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Automation, 2009. ICCA 2009. IEEE International Conference on
Conference_Location :
Christchurch
Print_ISBN :
978-1-4244-4706-0
Electronic_ISBN :
978-1-4244-4707-7
Type :
conf
DOI :
10.1109/ICCA.2009.5410310
Filename :
5410310
Link To Document :
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