Publications (2)0 Total impact
01/2011: pages 63-86; , ISBN: 978-953-307-185-5
Article: Pseudolikelihood Equations for Potts MRF Model Parameter Estimation on Higher Order Neighborhood Systems[show abstract] [hide abstract]
ABSTRACT: This letter presents pseudolikelihood equations for the estimation of the Potts Markov random field model parameter on higher order neighborhood systems. The derived equation for second-order systems is a significantly reduced version of a recent result found in the literature (from 67 to 22 terms). Also, with the proposed method, a completely original equation for Potts model parameter estimation in third-order systems was obtained. These equations allow the modeling of less restrictive contextual systems for a large number of applications in a computationally feasible way. Experiments with both simulated and real remote sensing images provided good results.IEEE Geoscience and Remote Sensing Letters. 01/2008; 5:522-526.