Diffeomorphic Shape Optimization: A geodesic boundary value problem is set in a Lie group representing the space of topologically invariant deformations applied to a described domain, to solve medical images registration problems. A similar setting is then applied to the segmentation of medical images (heart) using an optimization on an infinite-dimensional manifold.