DocumentCode
871620
Title
Numerical algorithms for image geometric transformations and applications
Author
Li, Zi-Cai ; Wang, Huaiqing ; Liao, Stephen S Y
Author_Institution
Nat. Sun Yat-sen Univ., Dept. of Appl. Math., Taiwan, Taiwan
Volume
34
Issue
1
fYear
2004
Firstpage
132
Lastpage
149
Abstract
To facilitate images under the nonlinear geometric transformation T and its inverse transformation T-1, we have developed numerical algorithms in . A cycle conversion T-1T of image transformations is said if an image is distorted by a transformation T and then restored back to itself. The combination (CSIM) of splitting-shooting-integrating methods was first proposed in Li for T-1T. In this paper other two combinations, CIIM and CI#IM, of splitting integrating methods for T-1T are provided. Combination CSIM has been successfully applied to many topics in image processing and pattern recognition (see ). Since combination CSIM causes large greyness errors, it well suited to a few greyness level images, but needs a huge computation work for 256 greyness level images of enlarged transformations (see ). We may instead choose combination CIIM which involves nonlinear solutions. However, the improved combination CI#IM may bypass the nonlinear solutions completely. Hence, both CIIM and CI#IM can be applied to q(q≥256) greyness level images of any enlarged transformations. On the other hand, the combined algorithms, CSIM, CIIM, and CI#IM, are applied to several important topics of image processing and pattern recognition: binary images, multi-greyness level images, image condensing, illumination, affine transformations, prospective and projection, wrapping images, handwriting characters, image concealment, the transformations with arbitrary shapes, and face transformation. This paper may also be regarded as a review of our recent research papers.
Keywords
Jacobian matrices; computational geometry; image processing; integration; numerical analysis; pattern recognition; blending model; computer version; digital image; digital pattern; harmonic model; image geometric transformation; numerical algorithm; pattern recognition; splitting-integration method; splitting-shooting method; Image converters; Image processing; Image restoration; Interpolation; Lighting; Pattern recognition; Pixel; Polynomials; Solid modeling; Wrapping;
fLanguage
English
Journal_Title
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
1083-4419
Type
jour
DOI
10.1109/TSMCB.2003.809230
Filename
1262489
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