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Image And Signal Restoration Using Pairwise Markov Trees (2003)
Content Provider | CiteSeerX |
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Author | Desbouvries, F. Lecomte, J. Monfrini, E. Pieczynski, W. |
Description | in Proceedings of the 2003 IEEE Workshop on Statistical Signal Processing |
Abstract | This work deals with the statistical restoration of a hidden signal using Pairwise Markov Trees (PMT). The latter PMT, recently introduced in the case of discrete hidden signal, are here applied to unsupervised image segmentation and it is showed that they work better then the classical Hidden Markov Trees (HMT). Further, considering a PMT in a linear Gaussian model with continuous hidden data, which is new, we give the formulas of an original extension of the classical Kalman filter. |
File Format | |
Publisher Date | 2003-01-01 |
Access Restriction | Open |
Subject Keyword | Continuous Hidden Data Hidden Signal Statistical Restoration Discrete Hidden Signal Linear Gaussian Model Original Extension Classical Kalman Filter Classical Hidden Markov Tree Pairwise Markov Tree Unsupervised Image Segmentation Latter Pmt |
Content Type | Text |
Resource Type | Proceeding Conference Proceedings |