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