4.7 Article Proceedings Paper

Continuous medial representation of brain structures using the biharmonic PDE

Journal

NEUROIMAGE
Volume 45, Issue 1, Pages S99-S110

Publisher

ACADEMIC PRESS INC ELSEVIER SCIENCE
DOI: 10.1016/j.neuroimage.2008.10.051

Keywords

Medial representation; Skeletons; Deformable models; Computational anatomy; Shape analysis

Funding

  1. NIA NIH HHS [K25 AG027785, K25 AG027785-02, AG027785] Funding Source: Medline
  2. NINDS NIH HHS [NS061111, R21 NS061111-02, R21 NS061111] Funding Source: Medline

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A new approach for constructing deformable continuous medial models for anatomical structures is presented. Medial models describe geometrical objects by first specifying the skeleton of the object and then deriving the boundary surface corresponding to the skeleton. However, an arbitrary specification of a skeleton will not be valid unless a certain set of sufficient conditions is satisfied. The most challenging of these is the non-linear equality constraint that must hold along the boundaries of the manifolds forming the skeleton. The main contribution of this paper is to leverage the biharmonic partial differential equation as a mapping from a codimension-0 subset of Euclidean space to the space of skeletons that satisfy the equality constraint. The PDE supports robust numerical solution on freeform triangular meshes, providing additional flexibility for shape modeling. The approach is evaluated by generating continuous medial models for a large dataset of hippocampus shapes. Generalizations to modeling more complex shapes and to representing branching skeletons are demonstrated. (C) 2008 Elsevier Inc. All rights reserved.

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