Title of article :
Oriented texture completion by AM-FM reaction-diffusion
Author/Authors :
Acton، نويسنده , , S.T.، نويسنده , , Dipti Prasad Mukherjee، نويسنده , , D.، نويسنده , , Havlicek، نويسنده , , J.P.، نويسنده , , Alan Conrad Bovik، نويسنده , , A.
، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2001
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 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 :
AM–FM image models , Anisotropic diffusion , disocclusion , texture.
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING