Using fourier-based shape alignment to add geometric prior to snakes

In this paper, we present a new algorithm of snakes with geometric prior. A method of shape alignment using Fourier coefficients is introduced to estimate the Euclidean transformation between the evolving snake and a template of the searched object. This allows the definition of a new field of force...

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Hauptverfasser: Charmi, M.A., Ghorbel, F., Derrode, S.
Format: Tagungsbericht
Sprache:eng
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Beschreibung
Zusammenfassung:In this paper, we present a new algorithm of snakes with geometric prior. A method of shape alignment using Fourier coefficients is introduced to estimate the Euclidean transformation between the evolving snake and a template of the searched object. This allows the definition of a new field of forces making the evolving snake to have a shape similar to the template one. Furthermore, this strategy can be used to manage several possible templates by computing a shape distance to select the best one at each iteration. The new method also solves some well-known limitations of snakes such as evolution in concave boundaries, and enhances the robustness to noise and partially occluded objects. A series of experimental results is presented to illustrate performances.
ISSN:1520-6149
2379-190X
DOI:10.1109/ICASSP.2009.4959807