Discrete Multicolour Random Mosaics with an Application to Network Extraction

Discrete Multicolour Random Mosaics with an Application to Network Extraction

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Article ID: iaor201523677
Volume: 40
Issue: 4
Start Page Number: 734
End Page Number: 751
Publication Date: Dec 2013
Journal: Scandinavian Journal of Statistics
Authors:
Keywords: markov processes
Abstract:

We introduce a class of random fields that can be understood as discrete versions of multicolour polygonal fields built on regular linear tessellations. We focus first on a subclass of consistent polygonal fields, for which we show Markovianity and solvability by means of a dynamic representation. This representation is used to design new sampling techniques for Gibbsian modifications of such fields, a class which covers lattice‐based random fields. A flux‐based modification is applied to the extraction of the field tracks network from a Synthetic Aperture Radar image of a rural area.

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