MULTIDIMENSIONAL MARKOV-CHAIN MODELS FOR IMAGE-TEXTURES

被引:1
|
作者
QIAN, W [1 ]
TITTERINGTON, DM [1 ]
机构
[1] UNIV GLASGOW,DEPT STAT,UNIV GARDENS,GLASGOW G12 8QQ,SCOTLAND
关键词
GIBBS CHAINS; HIDDEN MARKOV MODELS; IMAGE RESTORATION; MARKOV RANDOM FIELD; MULTIDIMENSIONAL MARKOV CHAINS; PARAMETER ESTIMATION; TEXTURE MODELS;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Multidimensional Markov chain models are developed for texture. By suitable choice of parameters, textures can be simulated that are similar to those generated by Markov random field models, but the simulation procedure is computationally much more economical. The problem of parameter estimation is examined for non-noisy and noisy data. In the latter case, procedures are developed for simultaneous parameter estimation and image restoration. Illustrative examples are provided.
引用
收藏
页码:661 / 674
页数:14
相关论文
共 50 条
  • [11] ISOLATED WORD RECOGNITION USING MARKOV-CHAIN MODELS
    DAI, JN
    IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (06): : 458 - 463
  • [12] MARKOV-CHAIN ERGODICITY AND TIME-SERIES MODELS
    FEIGIN, PD
    TWEEDIE, RL
    STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 1985, 19 (01) : 17 - 17
  • [13] DNA-SEQUENCE ANALYSIS BY MARKOV-CHAIN MODELS
    PHILLIPS, GJ
    ARNOLD, J
    BIOMETRICS, 1985, 41 (02) : 576 - 577
  • [14] MICROCOMPUTER PROGRAMS FOR MARKOV AND MODIFIED MARKOV-CHAIN DISEASE-MODELS
    CARPENTER, TE
    PREVENTIVE VETERINARY MEDICINE, 1988, 5 (03) : 169 - 179
  • [15] ON MARKOV-CHAIN POTENTIALS
    KEMENY, JG
    SNELL, JL
    ANNALS OF MATHEMATICAL STATISTICS, 1961, 32 (03): : 709 - 715
  • [16] Tactile modeling and rendering image-textures based on electrovibration
    Saiwen Wu
    Xiaoying Sun
    Qinglong Wang
    Jian Chen
    The Visual Computer, 2017, 33 : 637 - 646
  • [17] ON MARKOV-CHAIN POTENTIALS
    KEMENY, JG
    SNELL, JL
    ANNALS OF MATHEMATICAL STATISTICS, 1961, 32 : 709 - &
  • [18] EIGENVECTOR STATUS PROXIES IN MARKOV-CHAIN MOBILITY MODELS
    CONLISK, J
    SOMMERS, P
    SOCIOLOGICAL METHODS & RESEARCH, 1979, 8 (02) : 159 - 178
  • [19] Tactile modeling and rendering image-textures based on electrovibration
    Wu, Saiwen
    Sun, Xiaoying
    Wang, Qinglong
    Chen, Jian
    VISUAL COMPUTER, 2017, 33 (05): : 637 - 646
  • [20] THE TOPOLOGICAL MARKOV-CHAIN
    ZHOU, ZL
    KEXUE TONGBAO, 1987, 32 (22): : 1577 - 1577