DocumentCode :
1440089
Title :
Local Affine Image Matching and Synthesis Based on Structural Patterns
Author :
Park, Heechan ; Martin, Graham R. ; Bhalerao, Abhir
Author_Institution :
Dept. of Comput. Sci., Univ. of Warwick, Coventry, UK
Volume :
19
Issue :
8
fYear :
2010
Firstpage :
1968
Lastpage :
1977
Abstract :
A general purpose block-to-block affine transformation estimator is described. The estimator is based on Fourier slice analysis and Fourier spectral alignment. It shows encouraging performance in terms of both speed and accuracy compared to existing methods. The key elements of its success are attributed to the ability to: 1) locate an arbitrary number of affine invariant points in the spectrum that latch onto significant structural features; 2) match the estimated invariant points with the target spectrum by the slicewise phase-correlation; and 3) use affine invariant points to directly compute all linear parameters of the full affine transform by spectral alignment. Experimental results using a wide range of textures are presented. Potential applications include affine invariant image segmentation, registration, affine symmetric image coding, and motion analysis.
Keywords :
Fourier analysis; image matching; Fourier slice analysis; Fourier spectral alignment; affine invariant image segmentation; affine invariant points; affine symmetric image coding; block-to-block affine transformation estimator; estimated invariant points; local affine image matching; motion analysis; slicewise phase-correlation; structural feature; structural patterns; target spectrum; Affine estimation; structural texture; Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2010.2045704
Filename :
5430895
Link To Document :
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