DocumentCode :
447370
Title :
Tracking deformable motion
Author :
Patras, I. ; Pantic, M.
Author_Institution :
Electr. Eng., Math., & Comput. Sci., Delft Univ. of Technol.
Volume :
2
fYear :
2005
fDate :
12-12 Oct. 2005
Firstpage :
1066
Lastpage :
1071
Abstract :
This paper addresses the problem of template-based tracking of non rigid objects. We use the well-known framework of auxiliary particle filtering and propose an observation model that explicitly addresses appearance changes that are caused by local deformations of the tracked object. In addition, by adopting a colour difference that is invariant to local changes in the illumination, the proposed observation model can deal with changing lighting conditions and shadows. Experimental results with real image sequences demonstrate the efficiency of the proposed method in tracking facial features, such as mouth and eye corners
Keywords :
feature extraction; image colour analysis; image motion analysis; image reconstruction; image sequences; lighting; object recognition; particle filtering (numerical methods); tracking; deformable motion tracking; facial feature tracking; image colour difference; image illumination; image lighting condition; image sequences; image shadowing; nonrigid object tracking; particle filtering; template-based tracking; tracked object deformation; Color; Computer science; Face detection; Filtering; Image databases; Image sequences; Lighting; Mathematics; Robustness; Target tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2005 IEEE International Conference on
Conference_Location :
Waikoloa, HI
Print_ISBN :
0-7803-9298-1
Type :
conf
DOI :
10.1109/ICSMC.2005.1571287
Filename :
1571287
Link To Document :
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