DocumentCode :
2851150
Title :
Robust image registration using log-polar transform
Author :
Wolberg, George ; Zokai, Siavash
Author_Institution :
Dept. of Comput. Sci., City Coll. of New York, NY, USA
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
493
Abstract :
This paper describes a hierarchical image registration algorithm for affine motion recovery. The algorithm estimates the affine transformation parameters necessary to register any two digital images misaligned due to rotation, scale, shear, and translation. The parameters are computed iteratively in a coarse-to-fine hierarchical framework using a variation of the Levenberg-Marquadt nonlinear least squares optimization method. This approach yields a robust solution that precisely registers images with subpixel accuracy. A log-polar registration module is introduced to accommodate arbitrary rotation angles and a wide range of scale changes. This serves to furnish a good initial estimate for the optimization-based affine registration stage. We demonstrate the hybrid algorithm on pairs of digital images subjected to large affine motion
Keywords :
image registration; iterative methods; least squares approximations; motion estimation; optimisation; parameter estimation; transforms; Levenberg-Marquadt nonlinear least squares optimization method; affine motion; affine motion recovery; affine transformation parameters; coarse-to-fine hierarchical framework; digital images; hierarchical image registration algorithm; hybrid algorithm; log-polar registration module; log-polar transform; misalignment; optimization-based affine registration stage; robust image registration; robust solution; rotation; scale; shear; translation; Computer science; Digital images; Fourier transforms; Image registration; Least squares approximation; Least squares methods; Optimization methods; Parameter estimation; Registers; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1522-4880
Print_ISBN :
0-7803-6297-7
Type :
conf
DOI :
10.1109/ICIP.2000.901003
Filename :
901003
Link To Document :
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