Fast hierarchical noniterative registration algorithm

Authors
Citation
Me. Alexander, Fast hierarchical noniterative registration algorithm, INT J IM SY, 10(3), 1999, pp. 242-257
Citations number
24
Categorie Soggetti
Optics & Acoustics
Journal title
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY
ISSN journal
08999457 → ACNP
Volume
10
Issue
3
Year of publication
1999
Pages
242 - 257
Database
ISI
SICI code
0899-9457(1999)10:3<242:FHNRA>2.0.ZU;2-4
Abstract
This note describes a fast algorithm for registering pairs of images from a time sequence of images. The algorithm solves a linear regression problem based on a linearization of the image matching equation, to obtain the regi stration coefficients. The problem of ill-posedness caused by differentiati on of a noisy image sampled on a finite lattice is solved by means of a pat ch algorithm. The algorithm uses an integrated form of the linearized displ acement equation. Registration is simultaneously carried out on a set of co mputationally fast prefilters providing three downsampled bandpass images f or each input image. The filters are multilevel and permit an efficient and versatile hierarchical registration procedure. Downsampling the images bef ore registration significantly reduces computation time. As a final step, r egistration is repeated using full-size images. Results for two-dimensional (2D) images using a six-parameter affine registration transformation and a 12-parameter second-order polynomial transformation indicate the method is 2.5 times faster (12.7 s/256 x 256 image pair) than a previous iterative m ethod (28 s/pair) and, like the previous method, is robust to noise. The me thod may easily be generalized to 3D image registration and more general tr ansformations, and is well-suited to parallel processing. (C) 1999 John Wil ey & Sons, Inc.