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Dempster Shafer Approach for High Level Data Fusion Applied to the Assessment of Myocardial Viability

Published: 15 November 2001 Publication History

Abstract

A modular data fusion system based on the Dempster-Shafer framework is presented. This system allows the building of any architecture of fusion by chaining elementary modules. Two types of modules are used, the numerical to symbolic conversion modules and the combination modules using logical rules of combination. The uncertainty is modeled by a basic belief assignment or the plausibility of each hypothesis. We applied our system to assess the Left Ventricular (LV) myocardial viability. The parameters taken into account are the LV contractile function extracted from tagged Magnetic Resonance Images (MRI) and the glucose metabolism rate obtained by Positron Emission Tomography (PET) imaging. The variables of interest are defined by the medical experts. The results are displayed on polar maps to give a geometrical information of the potential lesions.

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P. Smets. What is dempster-Shafer's model? Technical Report TR/IRIDIA/Sl-20, IRIDIA-Universiti, Libre de Bruxelles, 50 Av F. Roosevelt. CP194/6. B-1050 Bruxelles, 1991.
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Behloul F., M. Janier, P. Croisille, C. Poirier, A. Boudraa, R. Unterreiner, J.C. Mason, and D. Revel. Automatic assessment of myocardial viability based on pet-mri data fusion. In Proceeding of the 20th Annual International Conference of the IEEE Engineering in Medicine and Biology Society , pages 492-495, 1998.
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Behloul F., M. Janier, P. Croisille, C. Poirier, A. Boudraa, R. Unterreiner, J.C. Mason, and D. Revel. Mri-pet data fusion using soft computing for the automatic assessment ofm yocardial viability. Computers in cardiology , 25, 1998.
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  • (2008)Multi-component heart reconstruction from volumetric imagingProceedings of the 2008 ACM symposium on Solid and physical modeling10.1145/1364901.1364928(193-202)Online publication date: 2-Jun-2008
  1. Dempster Shafer Approach for High Level Data Fusion Applied to the Assessment of Myocardial Viability

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    cover image Guide Proceedings
    Proceedings of the First International Workshop on Functional Imaging and Modeling of the Heart
    November 2001
    155 pages

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    Springer-Verlag

    Berlin, Heidelberg

    Publication History

    Published: 15 November 2001

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    • (2008)Multi-component heart reconstruction from volumetric imagingProceedings of the 2008 ACM symposium on Solid and physical modeling10.1145/1364901.1364928(193-202)Online publication date: 2-Jun-2008

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