DocumentCode :
1489420
Title :
Oriented texture completion by AM-FM reaction-diffusion
Author :
Acton, Scott T. ; Prasad Mukherjee, Dipti ; Havlicek, Joebob P. ; Conrad Bovik, Alan
Author_Institution :
Dept. of Electr. & Comput. Eng., Virginia Univ., Charlottesville, VA, USA
Volume :
10
Issue :
6
fYear :
2001
fDate :
6/1/2001 12:00:00 AM
Firstpage :
885
Lastpage :
896
Abstract :
We provide an automated method to repair broken, occluded oriented image textures. Our approach is based on partial differential equations (PDEs) and AM-FM image modeling. Reconstruction of the texture occurs via simultaneous PDE-generated diffusion and reaction. In the diffusion process, the image is adaptively smoothed, preserving important boundaries and features. The reaction process produces the reconstructed textural information in the occluded image regions. Gabor (1946) filters are designed and used in the reaction process using an AM-FM dominant component analysis. An AM-FM model of the texture image is constructed, making it possible to localize the reaction filters spatio-spectrally. In contrast to previous disocclusion techniques that depend on interpolation, on continuity of the connected components within the image level sets, or on texture estimation, the reaction-diffusion process proposed here yields a seamless transition between the recreated region and the unoccluded image regions. Using AM-FM dominant component analysis, we avoid the ad hoc parameter selection typified with other reaction-diffusion approaches. As a useful example, we focus on the repair of broken, occluded fingerprints. We also treat several exemplary natural textures to demonstrate the technique´s generality
Keywords :
amplitude modulation; filtering theory; frequency modulation; image texture; partial differential equations; AM-FM dominant component analysis; AM-FM image modeling; AM-FM model; AM-FM reaction-diffusion; Gabor filters; PDE; adaptively smoothed image; automated method; broken occluded fingerprints; disocclusion techniques; natural textures; occluded oriented image textures; oriented texture completion; partial differential equations; reaction filters; texture reconstruction; Anisotropic magnetoresistance; Diffusion processes; Fingerprint recognition; Gabor filters; Image reconstruction; Image texture; Interpolation; Level set; Partial differential equations; Yield estimation;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.923285
Filename :
923285
Link To Document :
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