DocumentCode
1860948
Title
Tracking through changes in scale
Author
Lankton, Shawn ; Malcolm, James ; Nakhmani, Arie ; Tannenbaum, Allen
Author_Institution
Georgia Inst. of Technol., Atlanta, GA
fYear
2008
fDate
12-15 Oct. 2008
Firstpage
241
Lastpage
244
Abstract
We propose a tracking system that is especially well-suited to tracking targets which change drastically in size or appearance. To accomplish this, we employ a fast, two phase template matching algorithm along with a periodic template update method. The template matching step ensures accurate localization while the template update scheme allows the target model to change over time along with the appearance of the target. Furthermore, the algorithm can deliver real-time results even when targets are very large. We demonstrate the proposed method with good results on several sequences showing targets which exhibit large changes in size, shape, and appearance.
Keywords
image matching; image registration; image sequences; target tracking; image registration; image sequence; periodic template update method; target tracking; template matching algorithm; template matching step; Bandwidth; Cameras; Histograms; Kernel; Parameter estimation; Robustness; Shape; Target tracking; Video sequences; Object tracking; registration; scale space; template update;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location
San Diego, CA
ISSN
1522-4880
Print_ISBN
978-1-4244-1765-0
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2008.4711736
Filename
4711736
Link To Document