Topology preservation and regularity in estimated deformation fields.

Bilge Karaçali, Christos Davatzikos

Research output: Contribution to journalArticlepeer-review

Abstract

A general formalism to impose topology preserving regularity on a given irregular deformation field is presented. The topology preservation conditions are derived with regard to the discrete approximations to the deformation field Jacobian in a two-dimensional image registration problem. The problem of enforcing topology preservation onto a given deformation field is formulated in terms of the deformation gradients, and solved using a cyclic projections approach. The generalization of the developed algorithm leads to a deformation field regularity control by limiting the per voxel volumetric change within a prescribed interval. Extension of the topology preservation conditions onto a three-dimensional registration problem is also presented, together with a comparative analysis of the proposed algorithm with respect to a Gaussian regularizer that enforces the same topology preservation conditions.

Original languageEnglish (US)
Pages (from-to)426-437
Number of pages12
JournalInformation processing in medical imaging : proceedings of the ... conference
Volume18
StatePublished - 2003
Externally publishedYes

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