Stabilization of Parametric Active Contours Using a Tangential Redistribution Term
DSpace at IIT Bombay
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Title |
Stabilization of Parametric Active Contours Using a Tangential Redistribution Term
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Creator |
SRIKRISHNAN, V
CHAUDHURI, S |
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Subject |
topology-adaptive snakes
image segmentation shape strategies gradients tracking models image segmentation parametric active contours stable contour evolution tangential redistribution of curve points |
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Description |
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.
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Publisher |
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
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Date |
2011-08-01T16:36:07Z
2011-12-26T12:53:26Z 2011-12-27T05:38:55Z 2011-08-01T16:36:07Z 2011-12-26T12:53:26Z 2011-12-27T05:38:55Z 2009 |
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Type |
Article
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Identifier |
IEEE TRANSACTIONS ON IMAGE PROCESSING, 18(8), 1859-1872
1057-7149 http://dx.doi.org/10.1109/TIP.2009.2021310 http://dspace.library.iitb.ac.in/xmlui/handle/10054/8487 http://hdl.handle.net/10054/8487 |
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Language |
en
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