DocumentCode :
427053
Title :
SSD tracking using dynamic template and log-polar transformation
Author :
Zhu, Qiang ; Cheng, Kwang-Ting ; Zhang, Hongjiang
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA
Volume :
1
fYear :
2004
fDate :
30-30 June 2004
Firstpage :
723
Abstract :
With the assumption of small motion displacements in sequences, templates can be matched successfully by SSD (sum-squared-difference) optimization technique. In this paper two crucial modifications are proposed to improve the original SSD tracking. First, templates are dynamically updated for each frame. Thus, instead of designing complicated parametric models to explain various image distortions in tracking sequences, more efficient and compact parametric models, say the pure translation model, can be adopted. Second, rotation and scale can be incorporated into a translation motion model after a log-polar transformation. Extensive experimental results performed on live video sequences show the effectiveness and advantage of our approach
Keywords :
face recognition; image sequences; motion estimation; optical distortion; optical tracking; optimisation; security; surveillance; target tracking; video signal processing; SSD tracking; dynamic template; dynamically updated templates; face tracking; image distortions; log-polar transformation; motion sequences; parametric models; rotation; scale; small motion displacements; sum-squared-difference optimization technique; tracking sequences; translation model; translation motion model; video sequences; video surveillance; Asia; Cameras; Geometry; Human computer interaction; Law; Lighting; Parametric statistics; Tracking; Video sequences; Video surveillance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-8603-5
Type :
conf
DOI :
10.1109/ICME.2004.1394294
Filename :
1394294
Link To Document :
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