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. 2010 Mar;34(2):131-41.
doi: 10.1016/j.compmedimag.2009.07.006. Epub 2009 Sep 9.

PET image reconstruction: A stopping rule for the MLEM algorithm based on properties of the updating coefficients

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PET image reconstruction: A stopping rule for the MLEM algorithm based on properties of the updating coefficients

Anastasios Gaitanis et al. Comput Med Imaging Graph. 2010 Mar.

Abstract

An empirical stopping criterion for the 2D-maximum-likelihood expectation-maximization (MLEM) iterative image reconstruction algorithm in positron emission tomography (PET) has been proposed. We have applied the MLEM algorithm on Monte Carlo generated noise-free projection data and studied the properties of the pixel updating coefficients (PUC) in the reconstructed images. Appropriate fitting lead to an analytical expression for the parameterization of the minimum value in the PUC vector for all non-zero pixels for a given number of detected counts, which can be employed as basis for the stopping criterion proposed. These results have been validated with simulated data from real PET images.

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