Title :
Texture coding using a Wold decomposition model
Author :
Sriram, R. ; Francos, Joseph M. ; Pearlman, William A.
Author_Institution :
Philips Labs., Briarcliff Manor, NY, USA
fDate :
9/1/1996 12:00:00 AM
Abstract :
A novel approach for coding textured images is presented. The texture field is assumed to be a realization of a regular homogeneous random field, which can have a mixed spectral distribution. On the basis of a two-dimensional (2-D) Wold-like decomposition, the field is represented as a sum of a purely indeterministic, harmonic, and countable number of evanescent fields. We present an algorithm for estimating and coding the texture model parameters, and show that the suggested algorithm yields high-quality reconstructions at low bit rates. The model and the resulting coding algorithm are seen to be applicable to a wide variety of texture types found in natural images
Keywords :
image coding; image reconstruction; image representation; image texture; parameter estimation; Wold decomposition model; evanescent fields; harmonic fields; high-quality reconstruction; image coding; indeterministic fields; low bit rates; mixed spectral distribution; natural images; parameter estimation; regular homogeneous random field; texture coding; two-dimensional decomposition; Bit rate; Image coding; Image reconstruction; Image segmentation; Mathematical model; Parameter estimation; Parametric statistics; Two dimensional displays; Welding; Yield estimation;
Journal_Title :
Image Processing, IEEE Transactions on