DocumentCode
698850
Title
Fast implementation of variational, contour-based object tracking
Author
Dokladal, Petr ; Dokladalova, Eva
Author_Institution
Sch. of Mines of Paris, Fontainebleau, France
fYear
2005
fDate
4-8 Sept. 2005
Firstpage
1
Lastpage
4
Abstract
We present a fast contour-based object tracking using an active contour which clings towards the maximum of contrast alongside the object boundary. The contour motion, modeled by a time-differential equation, is driven by a gradient descent flow with a variable integration time step. The best-fit time step to reach the extrema of the functional is estimated in the least squared error sense. The stability of the solution is reached in a few iterations. The performance is shown on a driver´s head tracking application.
Keywords
differential equations; gradient methods; integration; least squares approximations; object tracking; contour motion model; driver head tracking application; gradient descent flow; iteration method; least squared error sense; stability; time-differential equation; variational contour-based object tracking; Active contours; Context; Force; Level set; Mathematical model; Object tracking; Stability analysis; Active Contours; Level Set; Object Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference, 2005 13th European
Conference_Location
Antalya
Print_ISBN
978-160-4238-21-1
Type
conf
Filename
7078447
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