Computational anatomy: an emerging discipline

Author:

Grenander Ulf,Miller Michael I.

Abstract

This paper studies mathematical methods in the emerging new discipline of Computational Anatomy. Herein we formalize the Brown/Washington University model of anatomy following the global pattern theory introduced in [1, 2], in which anatomies are represented as deformable templates, collections of 0, 1, 2, 3-dimensional manifolds. Typical structure is carried by the template with the variabilities accommodated via the application of random transformations to the background manifolds. The anatomical model is a quadruple ( Ω , H , I , P ) \left ( \Omega , H, I, P \right ) , the background space Ω = ˙ U α M α \Omega \dot = {U_\alpha }{M_\alpha } of 0, 1, 2, 3-dimensional manifolds, the set of diffeomorphic transformations on the background space H : Ω Ω {H} : \Omega \leftrightarrow \Omega , the space of idealized medical imagery I I , and P P the family of probability measures on H H . The group of diffeomorphic transformations H H is chosen to be rich enough so that a large family of shapes may be generated with the topologies of the template maintained. For normal anatomy one deformable template is studied, with ( Ω , H , I ) \left ( \Omega , H, I \right ) corresponding to a homogeneous space [3], in that it can be completely generated from one of its elements, I = H I t e m p , I t e m p I I = {HI_{temp}}, {I_{temp}} \in I . For disease, a family of templates U α I t e m p α {U_\alpha }I_{temp}^\alpha are introduced of perhaps varying dimensional transformation classes. The complete anatomy is a collection of homogeneous spaces I t o t a l = U α ( I α , H α ) {I_{total}} = {U_\alpha }\left ( {I^\alpha }, {H^\alpha } \right ) .

Publisher

American Mathematical Society (AMS)

Subject

Applied Mathematics

Reference143 articles.

1. U. Grenander, A unified approach to pattern analysis, Advances in Computers, vol. 10, ed. W. Freiberger, Academic Press, pp. 175–216, 1970

2. Oxford Mathematical Monographs;Grenander, Ulf,1993

3. Pure and Applied Mathematics;Boothby, William M.,1986

4. M. I. Miller, G. E. Christensen, Y. Amit, and U. Grenander, Mathematical textbook of deformable neuroanatomies, Proceedings of the National Academy of Science, 90(24), December, 1993

5. G. E. Christensen, R. D. Rabbitt, and M. I. Miller, A deformable neuroanatomy textbook based on viscous fluid mechanics, In Jerry Prince and Thordur Runolfsson, editors, Proceedings of the Twenty-Seventh Annual Conference on Information Sciences and Systems, Baltimore, Maryland, March 24-26, 1993, pp. 211–216. Department of Electrical Engineering, The Johns Hopkins University.

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