Anisotropic textures with arbitrary orientation

被引:3
作者
Almeida, MP
机构
[1] Departamento de Física, Universidade Federal do Ceará, 60455-760, Fortaleza, Ce
关键词
texture; Markov random field; anisotropy; parameter estimation;
D O I
10.1023/A:1008278411855
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a Markov random field (MRF) model for digital images capable of representing anisotropic textures with arbitrary orientations. The discrete Hamiltonian is obtained through finite difference discretization of a continuous elliptic operator on R-2, together with a polynomial perturbation. We present the solution of a non-linear system of algebraic equations that estimates the orientation angle and the elliptic operator parameters in terms of the estimated discrete Hamiltonian parameters. We perform experiments of simulation and retrieval of parameters using, respectively, the Gibbs sampler algorithm and the variational estimators for MRF. We use also the estimation algorithm to identify relative rotation of digital images of the same realistic picture scanned at various different orientations.
引用
收藏
页码:241 / 251
页数:11
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