AN EVALUATION OF STOCHASTIC-MODELS FOR ANALYSIS AND SYNTHESIS OF GRAY-SCALE TEXTURE

被引:13
作者
IVERSEN, H [1 ]
LONNESTAD, T [1 ]
机构
[1] UNIV OSLO,DEPT INFORMAT,IMAGE PROC LAB,POB 1080 BLINDERN,N-0316 OSLO,NORWAY
关键词
GRAY-SCALE TEXTURE; COMPRESSION; STOCHASTIC MODELS; ANALYSIS; SYNTHESIS; EVALUATION;
D O I
10.1016/0167-8655(94)90018-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:575 / 585
页数:11
相关论文
共 21 条
[1]  
Brodatz P., 1966, TEXTURES PHOTOGRAPHI
[2]   MARKOV RANDOM FIELD TEXTURE MODELS [J].
CROSS, GR ;
JAIN, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (01) :25-39
[3]  
Delp E. J., 1978, Proceedings of the 1978 Conference on Pattern Recognition and Image Processing, P100
[4]   IMAGE DATA-COMPRESSION USING AUTOREGRESSIVE TIME-SERIES MODELS [J].
DELP, EJ ;
KASHYAP, RL ;
MITCHELL, OR .
PATTERN RECOGNITION, 1979, 11 (5-6) :313-323
[5]   COMPUTER RENDERING OF STOCHASTIC-MODELS [J].
FOURNIER, A ;
FUSSELL, D ;
CARPENTER, L .
COMMUNICATIONS OF THE ACM, 1982, 25 (06) :371-384
[6]   SEQUENTIAL SYNTHESIS OF NATURAL TEXTURES [J].
GAGALOWICZ, A ;
DEMA, S .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1985, 30 (03) :289-315
[7]  
Gagalowicz A., 1987, Visual Computer, V3, P186, DOI 10.1007/BF01952826
[8]  
Garber D.D., 1981, COMPUTATIONAL MODELS
[9]   STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE [J].
HARALICK, RM .
PROCEEDINGS OF THE IEEE, 1979, 67 (05) :786-804
[10]  
HARALICK RM, 1986, HDB PATTERN RECOGNIT, P247