4.2 Article

DESIGNING METRICS; THE DELTA METRIC FOR CURVES

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EDP SCIENCES S A
DOI: 10.1051/cocv/2018044

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Riemannian metric; manifold of curves; shape space; Hilbert manifold; Sobolev space; geodesic; Frechet mean

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  1. [PRIN 2015PA5MP7]

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In the first part, we revisit some key notions. Let M be a Riemannian manifold. Let G be a group acting on M. We discuss the relationship between the quotient M/G, horizontality and \normalization. We discuss the distinction between path-wise invariance and point-wise invariance and how the former positively impacts the design of metrics, in particular for the mathematical and numerical treatment of geodesics. We then discuss a strategy to design metrics with desired properties. In the second part, we prepare methods to normalize some standard group actions on the curve; we design a simple differential operator, called the delta operator, and compare it to the usual differential operators used in defining Riemannian metrics for curves. In the third part we design two examples of Riemannian metrics in the space of planar curves. These metrics are based on the \delta operator; they are modular, they are composed of different terms, each associated to a group action. These are strong metrics, that is, smooth metrics on the space of curves, that is defined as a differentiable manifolds, modeled on the standard Sobolev space H-2. These metrics enjoy many important properties, including: metric completeness, geodesic completeness, existence of minimal length geodesics. These metrics properly project on the space of curves up to parameterization; the quotient space again enjoys the above properties.

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