An evaluation of stochastic models for analysis and synthesis of gray-scale texture

Abstract Five classes of stochastic models for analysis and synthesis of gray-scale texture are evaluated; Markov models, autocorrelation and histogram models, linear autoregressive models, fractal models and spectral models. The autoregressive models seem to reproduce the largest number of textures with the highest compression rates.

[1]  J P Lewis Methods for stochastic spectral synthesis , 1986 .

[2]  Phil Brodatz,et al.  Textures: A Photographic Album for Artists and Designers , 1966 .

[3]  Luc Van Gool,et al.  Texture analysis Anno 1983 , 1985, Comput. Vis. Graph. Image Process..

[4]  Joseph Naor,et al.  Multiple Resolution Texture Analysis and Classification , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[5]  Songde Ma,et al.  Sequential synthesis of natural textures , 1985, Comput. Vis. Graph. Image Process..

[6]  F. Schmitt,et al.  Bidimensional texture synthesis by Markov chains , 1981 .

[7]  R. Voss Random Fractal Forgeries , 1985 .

[8]  O.D. Faugeras,et al.  Applications of stochastic texture field models to image processing , 1981, Proceedings of the IEEE.

[9]  Anil K. Jain,et al.  Markov Random Field Texture Models , 1983, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[10]  John P. Lewis,et al.  Generalized stochastic subdivision , 1987, TOGS.

[11]  Rangasami L. Kashyap,et al.  Image data compression using autoregressive time series models , 1979, Pattern Recognit..

[12]  Robert M. Haralick,et al.  Texture pattern image generation by regular Markov chain , 1979, Pattern Recognit..

[13]  Donald S. Fussell,et al.  Computer rendering of stochastic models , 1982, Commun. ACM.

[14]  David Donovan Garber,et al.  Computational models for texture analysis and texture synthesis , 1981 .

[15]  R.M. Haralick,et al.  Statistical and structural approaches to texture , 1979, Proceedings of the IEEE.

[16]  M. Hassner,et al.  The use of Markov Random Fields as models of texture , 1980 .