DocumentCode :
1589616
Title :
Joint segmentation and B-spline object contour modelling for object tracking and motion compensation in image sequences
Author :
Gu, YuHua ; Gui, Vasile ; Tjahjadi, Tardi
Author_Institution :
Dept. of Appl. Electron., Chalmers Univ. of Technol., Goteborg, Sweden
Volume :
3
fYear :
1997
Firstpage :
492
Abstract :
One problem in tracking an object through video frames and estimating the associated motion parameters is that the object of interest may undergo various affine transformations and a small deformation. This paper presents a multi-stage algorithm for tracking moving objects using joint segmentation and B-spline contour modelling and motion parameters estimation. The segmentation algorithm uses merging thresholds which are based on the local image property. A fast gradient-based B-spline contour matching algorithm and a robust knot re-assignment method are proposed for tracking moving objects through image frames and estimating their motion parameters. The application of the scheme on images of hand and tool movements, and an image sequence containing a screwdriver with affine transformations shows that the estimated parameters are in very close agreement with the actual parameters
Keywords :
edge detection; image segmentation; image sequences; motion compensation; object recognition; parameter estimation; splines (mathematics); tracking; video signal processing; B-spline object contour modelling; affine transformations; deformation; fast gradient-based B-spline contour matching algorithm; hand movements; image sequence; image sequences; local image property; mage frames; merging thresholds; motion compensation; motion parameters; moving objects; multi-stage algorithm; object tracking; robust knot re-assignment method; screwdriver; segmentation; tool movements; video frames; Image databases; Image segmentation; Image sequences; Merging; Motion compensation; Motion estimation; Parameter estimation; Robustness; Spline; Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 1997. Proceedings., International Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8183-7
Type :
conf
DOI :
10.1109/ICIP.1997.632165
Filename :
632165
Link To Document :
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