DocumentCode
3254999
Title
Multi-scale level set based curve evolution for real-time non-rigid object contour tracking
Author
Kim, Dae-hwan ; Hyo-Kak Kim ; Suryanto ; Kang-Sun Choi ; Sung-Jea Ko
Author_Institution
Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
fYear
2009
fDate
23-26 Jan. 2009
Firstpage
1
Lastpage
5
Abstract
In this paper, an efficient multi-scale level set method is proposed to track a non-rigid object contour in real time. The proposed algorithm consists of two cycles which are carried out in different scale domains. In the first cycle on the coarse scale, the algorithm evolves the contour depending on the observed data. In the other cycle on the fine scale, the smoothness regularization is imposed on the curve. In order to maintain the curve data during the scale transition, we propose a simple pattern to interpolate empty grids effectively. In addition, we propose a position prediction scheme so as to accelerate the convergence rate of the algorithm. Experimental results show that dramatic speedup is achieved on video tracking experiments without the performance degradation.
Keywords
curve fitting; interpolation; object detection; tracking; curve evolution; multiscale level set method; nonrigid object contour tracking; position prediction scheme; real-time contour tracking; smoothness regularization; Acceleration; Active contours; Convergence; Degradation; Filling; Human computer interaction; Level set; Motion analysis; Real time systems; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
TENCON 2009 - 2009 IEEE Region 10 Conference
Conference_Location
Singapore
Print_ISBN
978-1-4244-4546-2
Electronic_ISBN
978-1-4244-4547-9
Type
conf
DOI
10.1109/TENCON.2009.5395992
Filename
5395992
Link To Document