We present and study a family of metrics on the space of compact subsets of
(that we call shapes''). These metrics are geometric’‘, that is, they
are independent of rotation and translation; and these metrics enjoy many
interesting properties, as, for example, the existence of minimal geodesics. We
view our space of shapes as a subset of Banach (or Hilbert) manifolds: so we
can define a tangent manifold'' to shapes, and (in a very weak form) talk of a Riemannian Geometry’’ of shapes. Some of the metrics that we propose are
topologically equivalent to the Hausdorff metric; but at the same time, they
are more ``regular’', since we can hope for a local uniqueness of minimal
geodesics.
We also study properties of the metrics obtained by isometrically identifying
a generic metric space with a subset of a Banach space to obtain a rigidity
result.

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