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cs.CV2018
Learning a Probabilistic Model for Diffeomorphic Registration
Julian Krebs, Hervé Delingette, Boris Mailhé +2
We propose to learn a low-dimensional probabilistic deformation model from data which can be used for registration and the analysis of deformations. The latent variable model maps…
cs.CV2018
Unsupervised Probabilistic Deformation Modeling for Robust Diffeomorphic Registration
Julian Krebs, Tommaso Mansi, Boris Mailhé +2
We propose a deformable registration algorithm based on unsupervised learning of a low-dimensional probabilistic parameterization of deformations. We model registration in a probab…