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Docteur de l'université Automatic Segmentation and Shape Analysis ...

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Chapter 4 Statistical shape mo<strong>de</strong>l of Hippocampus 81<br />

.<br />

Figure 4.4: Cutting the octahedron <strong>and</strong> unfold to a plane. The edges cut<br />

are color co<strong>de</strong>d. Left: octahedron, right: unfol<strong>de</strong>d octahedron. Adapted from<br />

Praun <strong>and</strong> Hoppe (2003).<br />

4.1.3.1 Image representation <strong>and</strong> manipulation of shapes<br />

In previous steps, the shape surfaces are parameterized by spherical coordinates on<br />

S 2 . By sampling on S 2 by a subdivi<strong>de</strong>d octahedron, shape surface Xi is sampled<br />

as<br />

.<br />

fi ◦ Γi(θs, φs), s = 1, · · · , k (4.20)<br />

where (θs, φs), s = 1, · · · , k are sampled parameters on S 2 by the octahedron. The<br />

octahedron can be mapped to a 2D grid bijectively by cutting the edges of the<br />

octahedron, <strong>and</strong> unfolding it to the plane (see Figure 4.4, Praun <strong>and</strong> Hoppe, 2003).<br />

Due to cutting of the surface, some no<strong>de</strong>s in the octahedron are duplicated when<br />

unfol<strong>de</strong>d on the plane. Subdivi<strong>de</strong>d octahedron of k = 4N 2 + 2 no<strong>de</strong>s is unfol<strong>de</strong>d<br />

to a (2N + 1) × (2N + 1) grid. Each no<strong>de</strong> (ı, j) ∈ N 2 on the grid is associated with<br />

a no<strong>de</strong> s(ı, j) on the subdivi<strong>de</strong>d octahedron. The mapping<br />

g : D = [0, 1] × [0, 1] ⊂ R 2 ↦→ S 2<br />

(4.21)<br />

from a image domain D to the parameter space S 2 , which can be interpolated<br />

from the values of the grid no<strong>de</strong>s<br />

g(xı,j) = (θs(ı,j), φs(ı,j)) (4.22)

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