43 research outputs found

    On Completeness of Groups of Diffeomorphisms

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    We study completeness properties of the Sobolev diffeomorphism groups Ds(M)\mathcal D^s(M) endowed with strong right-invariant Riemannian metrics when the underlying manifold MM is Rd\mathbb R^d or compact without boundary. The main result is that for s>dimM/2+1s > \dim M/2 + 1, the group Ds(M)\mathcal D^s(M) is geodesically and metrically complete with a surjective exponential map. We then present the connection between the Sobolev diffeomorphism group and the large deformation matching framework in order to apply our results to diffeomorphic image matching.Comment: 43 pages, revised versio

    Riemannian geometry for shape analysis and computational anatomy

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    Shape analysis and compuational anatomy both make use of sophisticated tools from infinite-dimensional differential manifolds and Riemannian geometry on spaces of functions. While comprehensive references for the mathematical foundations exist, it is sometimes difficult to gain an overview how differential geometry and functional analysis interact in a given problem. This paper aims to provide a roadmap to the unitiated to the world of infinite-dimensional Riemannian manifolds, spaces of mappings and Sobolev metrics: all tools used in computational anatomy and shape analysis.Comment: 20 page

    Uniqueness of the Fisher-Rao metric on the space of smooth densities

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    MB was supported by ‘Fonds zur F¨orderung der wissenschaftlichen Forschung, Projekt P 24625’

    Smooth perturbations of the functional calculus and applications to Riemannian geometry on spaces of metrics

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    We show for a certain class of operators AA and holomorphic functions ff that the functional calculus Af(A)A\mapsto f(A) is holomorphic. Using this result we are able to prove that fractional Laplacians (1+Δg)p(1+\Delta^g)^p depend real analytically on the metric gg in suitable Sobolev topologies. As an application we obtain local well-posedness of the geodesic equation for fractional Sobolev metrics on the space of all Riemannian metrics.Comment: 31 page

    A relaxed approach for curve matching with elastic metrics

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    In this paper we study a class of Riemannian metrics on the space of unparametrized curves and develop a method to compute geodesics with given boundary conditions. It extends previous works on this topic in several important ways. The model and resulting matching algorithm integrate within one common setting both the family of H2H^2-metrics with constant coefficients and scale-invariant H2H^2-metrics on both open and closed immersed curves. These families include as particular cases the class of first-order elastic metrics. An essential difference with prior approaches is the way that boundary constraints are dealt with. By leveraging varifold-based similarity metrics we propose a relaxed variational formulation for the matching problem that avoids the necessity of optimizing over the reparametrization group. Furthermore, we show that we can also quotient out finite-dimensional similarity groups such as translation, rotation and scaling groups. The different properties and advantages are illustrated through numerical examples in which we also provide a comparison with related diffeomorphic methods used in shape registration.Comment: 27 page
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