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A deep learning approach for automatic image reconstruction in MPI

2023/04/18 by Knopp, Tobias, Jürß, Paul, Grosser, Mirco
#Informatik #Ingenieurwissenschaften #Technik

paper · doi:10.15480/882.5064

Abstract

Image reconstruction in magnetic particle imaging is a challenging task because the optimal image quality can only be obtained by tuning the reconstruction parameters for each measurement individually. In particular, it requires a proper selection of the Tikhonov regularization parameter. In this work we propose a deep-learning-based post-processing technique, which removes the need for manual parameter optimization. The proposed neural network takes several images reconstructed with different parameters as input and combines them into a single high-quality image.

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