(eng): A digitalized image of textile material is analyzed with the help of a Gauss-Markov random field model. The parameters of the field are statistically estimated. The method comparing the values of parameters in different data samples and checking the stability of model is proposed and used as a tool for statistical detection of material nonhomogeneity. Simultaneously, the MCMC procedure is used for the simulation of the corresponding random field representation.