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research article

The Ovuscule

Thévenaz, P.  
•
Delgado-Gonzalo, R.
•
Unser, M.  
2011
IEEE Transactions on Pattern Analysis and Machine Intelligence

We propose an active contour (a.k.a. snake) that takes the shape of an ellipse. Its evolution is driven by surface terms made of two contributions: the integral of the data over an inner ellipse, counterbalanced by the integral of the data over an outer elliptical shell. We iteratively adapt the active contour to maximize the contrast between the two domains, which results in a snake that seeks elliptical bright blobs. We provide analytic expressions for the gradient of the snake with respect to its defining parameters, which allows for the use of efficient optimizers. An important contribution here is the parameterization of the ellipse which we define in such a way that all parameters have equal importance; this creates a favorable landscape for the proceedings of the optimizer. We validate our construct with synthetic data and illustrate its use on real data as well.

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Type
research article
DOI
10.1109/TPAMI.2010.112
Web of Science ID

WOS:000285313200013

Author(s)
Thévenaz, P.  
•
Delgado-Gonzalo, R.
•
Unser, M.  
Date Issued

2011

Publisher

IEEE

Published in
IEEE Transactions on Pattern Analysis and Machine Intelligence
Volume

33

Issue

2

Start page

382

End page

393

Subjects

Snakuscule

•

snake

•

dynamic contour

•

ellipse

•

Hough Transform

•

Ellipses

•

Images

•

Segmentation

•

Objects

URL

URL

http://bigwww.epfl.ch/publications/thevenaz1101.ps

URL

http://bigwww.epfl.ch/publications/thevenaz1101.html
Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LIB  
Available on Infoscience
February 17, 2011
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/64527
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