Decoupled linear estimation of affine geometric deformations and nonlinear intensity transformations of images.

Published

Journal Article

We consider the problem of registering two observations on an arbitrary object, where the two are related by a geometric affine transformation of their coordinate systems, and by a nonlinear mapping of their intensities. More generally, the framework is that of jointly estimating the geometric and radiometric deformations relating two observations on the same object. We show that the original high-dimensional, nonlinear, and nonconvex search problem of simultaneously recovering the geometric and radiometric deformations can be represented by an equivalent sequence of two linear systems. A solution of this sequence yields an exact, explicit, and efficient solution to the joint estimation problem.

Full Text

Duke Authors

Cited Authors

  • Kovalsky, SZ; Cohen, G; Hagege, R; Francos, JM

Published Date

  • May 2010

Published In

Volume / Issue

  • 32 / 5

Start / End Page

  • 940 - 946

PubMed ID

  • 20299716

Pubmed Central ID

  • 20299716

Electronic International Standard Serial Number (EISSN)

  • 1939-3539

International Standard Serial Number (ISSN)

  • 0162-8828

Digital Object Identifier (DOI)

  • 10.1109/tpami.2010.22

Language

  • eng