Simultaneous Multiscale Polyaffine Registration by Incorporating Deformation Statistics - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2012

Simultaneous Multiscale Polyaffine Registration by Incorporating Deformation Statistics


Locally affine (polyaffine) image registration methods capture intersubject non-linear deformations with a low number of parameters, while providing an intuitive interpretation for clinicians. Considering the mandible bone, anatomical shape differences can be found at different scales, e.g. left or right side, teeth, etc. Classically, sequential coarse to fine registration are used to handle multiscale deformations, instead we propose a simultaneous optimization of all scales. To avoid local minima we incorporate a prior on the polyaffine transformations. This kind of groupwise registration approach is natural in a polyaffine context, if we assume one configuration of regions that describes an entire group of images, with varying transformations for each region. In this paper, we reformulate polyaffine deformations in a generative statistical model, which enables us to incorporate deformation statistics as a prior in a Bayesian setting. We find optimal transformations by optimizing the maximum a posteriori probability. We assume that the polyaffine transformations follow a normal distribution with mean and concentration matrix. Parameters of the prior are estimated from an initial coarse to fine registration. Knowing the region structure, we develop a blockwise pseudoinverse to obtain the concentration matrix. To our knowledge, we are the first to introduce simultaneous multiscale optimization through groupwise polyaffine registration. We show results on 42 mandible CT images.
Fichier principal
Vignette du fichier
SeilerMultiscaleGroupwisePolyaffineRegistrationMICCAI2012.pdf (3.32 Mo) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-00813867 , version 1 (26-04-2013)



Christof Seiler, Xavier Pennec, Mauricio Reyes. Simultaneous Multiscale Polyaffine Registration by Incorporating Deformation Statistics. MICCAI - Medical Image Computing and Computer Assisted Intervention, 2012, Nice, France. pp.130--137, ⟨10.1007/978-3-642-33418-4_17⟩. ⟨hal-00813867⟩
180 View
91 Download



Gmail Facebook Twitter LinkedIn More