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Diffeomorphic densi...
Diffeomorphic density matching by optimal information transport
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- Bauer, M. (author)
- Universität Wien,University of Vienna
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- Joshi, S. (author)
- University of Utah
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- Modin, Klas, 1979 (author)
- Gothenburg University,Göteborgs universitet,Institutionen för matematiska vetenskaper, matematik,Department of Mathematical Sciences, Mathematics,University of Gothenburg,Chalmers tekniska högskola,Chalmers University of Technology
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(creator_code:org_t)
- Society for Industrial & Applied Mathematics (SIAM), 2015
- 2015
- English.
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In: SIAM Journal on Imaging Sciences. - : Society for Industrial & Applied Mathematics (SIAM). - 1936-4954. ; 8:3, s. 1718-1751
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Abstract
Subject headings
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- We address the following problem: given two smooth densities on a manifold, find an optimal diffeomorphism that transforms one density into the other. Our framework builds on connections between the Fisher–Rao information metric on the space of probability densities and right-invariant metrics on the infinite-dimensional manifold of diffeomorphisms. This optimal information transport, and modifications thereof, allow us to construct numerical algorithms for density matching. The algorithms are inherently more efficient than those based on optimal mass transport or diffeomorphic registration. Our methods have applications in medical image registration, texture mapping, image morphing, nonuniform random sampling, and mesh adaptivity. Some of these applications are illustrated in examples.
Subject headings
- NATURVETENSKAP -- Matematik -- Beräkningsmatematik (hsv//swe)
- NATURAL SCIENCES -- Mathematics -- Computational Mathematics (hsv//eng)
- NATURVETENSKAP -- Matematik -- Geometri (hsv//swe)
- NATURAL SCIENCES -- Mathematics -- Geometry (hsv//eng)
Keyword
- Density matching
- Diffeomorphism groups
- Fisher–rao metric
- Image registration
- Information geometry
- Optimal transport
- Random sampling
- Density matching
Publication and Content Type
- ref (subject category)
- art (subject category)
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