Loopy belief propagation and probabilistic image processing

被引：3
|
作者：
Tanaka, K [1 ]
Inoue, JI [1 ]
Titterington, DM [1 ]
机构：
[1] Tohoku Univ, Grad Sch Informat Sci, Aoba Ku, Sendai, Miyagi 9808579, Japan
来源：
2003 IEEE XIII WORKSHOP ON NEURAL NETWORKS FOR SIGNAL PROCESSING - NNSP'03 | 2003年
关键词：
D O I：
10.1109/NNSP.2003.1318032
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Estimation of hyperparameters by maximization of the marginal likelihood in probabilistic image processing is investigated by using the cluster variation method. The algorithms are substantially equivalent to generalized loopy belief propagation.
引用
收藏
页码：329 / 338
页数：10
相关论文
共 50 条
  • [1] Statistical learning procedure in loopy belief propagation for probabilistic image processing
    Tanaka, Kazuyuki
    International Conference on Computational Intelligence for Modelling, Control & Automation Jointly with International Conference on Intelligent Agents, Web Technologies & Internet Commerce, Vol 2, Proceedings, 2006, : 741 - 746
  • [2] First-order phase transition and Bayesian image processing by loopy belief propagation
    Tanaka, K
    Titterington, DM
    PROGRESS OF THEORETICAL PHYSICS SUPPLEMENT, 2005, (157): : 288 - 291
  • [3] Image segmentation using adaptive loopy belief propagation
    Xu, Sheng-Jun
    Han, Jiu-Qiang
    Yu, Jun-Qi
    Zhao, Liang
    OPTIK, 2013, 124 (22): : 5732 - 5738
  • [4] Probabilistic image processing based on the Q-Ising model by means of the mean-field method and loopy belief propagation
    Tanaka, K
    Titterington, DM
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 40 - 43
  • [5] Image Segmentation via Mean Shift and Loopy Belief Propagation
    JIA Jianhua
    Wuhan University Journal of Natural Sciences, 2010, 15 (01) : 43 - 50
  • [6] Bayesian Image Segmentations by Potts Prior and Loopy Belief Propagation
    Tanaka, Kazuyuki
    Kataoka, Shun
    Yasuda, Muneki
    Waizumi, Yuji
    Hsu, Chiou-Ting
    JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 2014, 83 (12)
  • [7] Statistical performance analysis by loopy belief propagation in Bayesian image modeling
    Tanaka, Kazuyuki
    Kataoka, Shun
    Yasuda, Muneki
    INTERNATIONAL WORKSHOP ON STATISTICAL-MECHANICAL INFORMATICS 2010 (IW-SMI 2010), 2010, 233
  • [8] Loopy belief propagation in the presence of determinism
    20160501867051
    (1) University of Texas at Dallas, Richardson; TX; 75080, United States, 1600, Amazon; Digile; Facebook; Google; Springer (Microtome Publishing):
  • [9] Using the loopy belief propagation in Siguo
    Xia, Zhengyou
    Zhu, Yongping
    Lu, Hui
    ICGA JOURNAL, 2007, 30 (04) : 209 - 220
  • [10] Loopy Belief Propagation in the Presence of Determinism
    Smith, David
    Gogate, Vibhav
    ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 33, 2014, 33 : 895 - 903
12345