Abstract
Amethod for non-rigid image registration that is suitable for large deformations is presented. Conventional registration methods embed the image in a B-spline object, and the image is evolved by deforming the B-spline object. In this work, we represent the image using B-spline and deform the image using a composition approach. We also derive a computationally efficient algorithm for calculating the B-spline coefficients and gradients of the image by adopting ideas from signal processing using image filters. We demonstrate the application of our method on several different types of 2D and 3D images and compare it with existing methods.
Original language | English |
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Pages (from-to) | 600-622 |
Number of pages | 23 |
Journal | Communications in Computational Physics |
Volume | 21 |
Issue number | 2 |
DOIs | |
Publication status | Published - 2017 Feb 1 |
Bibliographical note
Funding Information:We gratefully acknowledge the financial support of the ITN-INSIST (grant number 289361) and the German Academic Exchange Program(DAAD). Y. Zhang was supported in part by NSF CAREER Award OCI-1149591
Publisher Copyright:
Copyright © Global-Science Press 2017.
Keywords
- B-spline
- Image registration
- free-form deformation
- level set
ASJC Scopus subject areas
- Physics and Astronomy (miscellaneous)