Title :
A two-component model of texture for analysis and synthesis
Author :
Hsu, Tao-I ; Wilson, Roland
Author_Institution :
Chung Cheng Inst. of Technol., Taoyuan, Taiwan
fDate :
10/1/1998 12:00:00 AM
Abstract :
A model of natural texture based on a structural component that uses affine coordinate transformations and a stochastic residual component is presented. It is argued that the selection of an appropriate analysis scale can be formulated in terms of a tradeoff between the rate at which parameters are generated and the distortion resulting from the approximation by the structural component. An efficient algorithm for identifying the parameters of the structural model is described and its utility demonstrated on a number of synthetic and natural textures
Keywords :
approximation theory; image texture; parameter estimation; rate distortion theory; spectral analysis; statistical analysis; transforms; affine coordinate transformations; analysis scale; approximation; efficient algorithm; natural texture; parameter identification; rate distortion theory; spectral method; statistical modeling; stochastic residual component; structural component; synthetic texture; texture analysis; texture synthesis; two-component model; Application software; Computer graphics; Failure analysis; Helium; Image analysis; Image processing; Image texture analysis; Production; Remote sensing; Stochastic processes;
Journal_Title :
Image Processing, IEEE Transactions on
