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In this paper we present new results relative to the “expectation-maximization/maximization of the posterior marginals” (EM/MPM) algorithm for simultaneous parameter estimation and segmentation of textured images. The goal of the EM/MPM algorithm is to minimize the expected value of the number of misclassified pixels. We present new theoretical results in this paper which show that the algorithm can be expected to achieve this goal, to the extent that the EM estimates of the model parameters are close to the true values of the model parameters. We also present new experimental results demonstrating the performance of the algorithm
Published in:
Image Processing, 1996. Proceedings., International Conference on
(Volume:3
)
Date of Conference: 16-19 Sep 1996
- Page(s):
- 947 - 950 vol.3
- Meeting Date :
- 16 Sep 1996-19 Sep 1996
- Print ISBN:
- 0-7803-3259-8
- INSPEC Accession Number:
- 5595513
- Conference Location :
- Lausanne
- Digital Object Identifier :
- 10.1109/ICIP.1996.560955
- Product Type:
- Conference Publications
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