We study completeness properties of the Sobolev diffeomorphism groups D^s(M) endowed with strong right-invariant Riemannian metrics when M is R^d or a compact manifold without boundary. We prove that for s > dim (M)/2+1 , the group D^s(M) is geodesically and metrically complete and any two diffeomorphisms in the same component can be joined by a minimal geodesic. 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.
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Bruveris et al. (2017) studied this question.