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Segmentation of Brain MR Images Through a Hidden Markov Random Field Model and the Expectation-Maximization Algorithm.

Authors :
Zhang, Yongyue
Brady, Michael
Source :
IEEE Transactions on Medical Imaging. Jan2001, Vol. 20 Issue 1, p45. 13p. 11 Black and White Photographs, 3 Charts.
Publication Year :
2001

Abstract

Focuses on a study which proposed a novel hidden Markov random field (HMRF) model, which is a stochastic process. Description of the HMRF model; Simulation of the model; Classification of the MRF-Maximum a posteriori; Model fitting using the expectation-maximization algorithm.

Details

Language :
English
ISSN :
02780062
Volume :
20
Issue :
1
Database :
Academic Search Index
Journal :
IEEE Transactions on Medical Imaging
Publication Type :
Academic Journal
Accession number :
4228243
Full Text :
https://doi.org/10.1109/42.906424