Art

J-GLOBAL ID：201502237062594437   Reference number：15A0546420

A Spatially Correlated Mixture Model for Image Segmentation

画像セグメンテーションの空間相関混合モデル

Author (4)： KURISU Kosei (Graduate School of Information Sciences, Hiroshima City Univ.) ,  SUEMATSU Nobuo (Graduate School of Information Sciences, Hiroshima City Univ.) ,  IWATA Kazunori (Graduate School of Information Sciences, Hiroshima City Univ.) ,  HAYASHI Akira (Graduate School of Information Sciences, Hiroshima City Univ.)
Material： IEICE Transactions on Information and Systems (Web)  (IEICE Trans Inf Syst (Web))
Volume： E98.D  Issue： 4  Page： 930-937 (J-STAGE)  Publication year： 2015 
JST Material Number： U0469A  ISSN： 1745-1361  Document type： Article
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： segmentation ,  *image processing ,  *Gaussian process ,  *stochastic model ,  *correlation ,  covariance(statistics) ,  probabilistic density function ,  demonstration experiment ,  pixel ,  noise(signal)
Semi thesaurus term： image segmentation ,  image noise ,  covariance functions ,  mixing model ,  Empirical Research

JST classification (2)： Graphic and image processing in general  (JE04010I) ,  Numerical computation  (JE02000J)

Reference (10)：

• [1] A.P. Dempster, N.M. Laird, and D.B. Rubin, “Maximum likelihood from incomplete data via the EM algorithm,” J. Royal Statistical Society. Series B (Methodological), vol.39, pp.1-38, 1977.
• [2] G. McLachlan and D. Peel, Finite Mixture Models, Wiley-Interscience, 2000.
• [3] S. Sanjay-Gopal and T.J. Hebert, “Bayesian pixel classification using spatially variant finite mixtures and the generalized em algorithm,” IEEE Trans. Image Process., vol.7, no.7, pp.1014-1028, 1998.
• [4] K. Blekas, A. Likas, N.P. Galatsanos, and I.E. Lagaris, “A spatially constrained mixture model for image segmentation,” IEEE Trans. Neural Netw., vol.16, no.2, pp.494-498, 2005.
• [5] C.E. Rasmussen and C.K.I. Williams, Gaussian Process for Machine Learning, MIT Press, 2006.

Terms in the title (3)： 画像セグメンテーション ,  空間相関 ,  混合モデル