Mutual information as a measure of reconstruction quality in 3D dynamic lung EIT

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Abstract

We report on a pilot study with healthy subjects who had an MR scan in addition to EIT data acquired with the Manchester fEITER system. The MR images are used to inform the external shape of a 3D EIT reconstruction model of the thorax, and small changes in the boundary that occur during respiration are addressed by incorporating the sensitivity with respect to boundary shape into a robust reconstruction algorithm. A quantitative comparison of the image quality for different EIT reconstructions is achieved through calculation of their mutual information with a segmented MR image. A shape corrected reconstruction algorithm reduces boundary artefacts relative to a standard reconstruction, and has a greater mutual information of approximately 4% with the segmented MR image.

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Crabb, M. G., Davidson, J. L., Little, R., Wright, P., Naish, J. H., Parker, G. J. M., … Lionheart, W. R. B. (2013). Mutual information as a measure of reconstruction quality in 3D dynamic lung EIT. In Journal of Physics: Conference Series (Vol. 434). Institute of Physics Publishing. https://doi.org/10.1088/1742-6596/434/1/012082

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