DocumentCode :
3088960
Title :
Robust Adaptive Patch-Based Object Tracking Using Weighted Vector Median Filters
Author :
Dihl, Leandro ; Jung, Cláudio R. ; Bins, José
fYear :
2011
fDate :
28-31 Aug. 2011
Firstpage :
149
Lastpage :
156
Abstract :
This paper presents a novel patch-based approach for object tracking robust to partial and short-time total occlusions. Initially, the original template is divided into rectangular sub regions (patches), and each patch is tracked independently. The displacement of the whole template is obtained using a weighted vector median filter that combines the displacement of each patch and also a predicted displacement computed based on the previous frames. An updating scheme is also applied to cope with appearance changes of the template. Experimental results indicate that the proposed scheme is robust to partial and short-time total occlusions, presenting a good compromise between accuracy and execution time when compared to other competitive approaches.
Keywords :
computer graphics; median filters; object tracking; competitive approach; patch displacement; rectangular subregion; robust adaptive patch-based object tracking; short-time total occlusion; template change; updating scheme; weighted vector median filter; Covariance matrix; Histograms; Robustness; Target tracking; Vectors; Video sequences; Bhattacharyya Distance; Multiple patches; Object tracking; Occlusion; Weighted Vector Median Filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Graphics, Patterns and Images (Sibgrapi), 2011 24th SIBGRAPI Conference on
Conference_Location :
Maceio, Alagoas
Print_ISBN :
978-1-4577-1674-4
Type :
conf
DOI :
10.1109/SIBGRAPI.2011.29
Filename :
6134726
Link To Document :
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