DocumentCode
748277
Title
Stabilization of Parametric Active Contours Using a Tangential Redistribution Term
Author
Srikrishnan, V. ; Chaudhuri, Subhasis
Author_Institution
Dept. of Electr. Eng., Indian Inst. of Technol., Mumbai, India
Volume
18
Issue
8
fYear
2009
Firstpage
1859
Lastpage
1872
Abstract
Depending on implementation, active contours have been classified as geometric or parametric active contours. Parametric contours, irrespective of representation, are known to suffer from the problem of irregular bunching and spacing out of curve points during the curve evolution. In a spline-based implementation of active contours, this leads to occasional formation of loops locally, and subsequently the curve blows up due to instabilities. In this paper, we analyze the reason for this problem and propose a solution to alleviate the same. We propose an ordinary differential equation (ODE) for controlling the curve parametrization during evolution by including a tangential force. We show that the solution of the proposed ODE is bounded. We demonstrate the effectiveness of the proposed method for segmentation and tracking tasks on closed as well as open contours.
Keywords
differential equations; edge detection; image segmentation; splines (mathematics); curve parametrization; geometric active contour; image segmentation; ordinary differential equation; parametric active contour; spline-based implementation; tangential redistribution term; Image segmentation; parametric active contours; stable contour evolution; tangential redistribution of curve points;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2009.2021310
Filename
4838828
Link To Document