JOURNAL ARTICLE

Image reconstruction for Magnetic Particle Imaging using an Augmented Lagrangian Method

Abstract

Magnetic particle imaging (MPI) is a relatively new imaging modality that images the spatial distribution of superparamagnetic iron oxide nanoparticles administered to the body. In this study, we use a new method based on Alternating Direction Method of Multipliers (a subset of Augmented Lagrangian Methods, ADMM) with total variation and l 1 norm minimization, to reconstruct MPI images. We demonstrate this method on data simulated for a field free line MPI system, and compare its performance against the conventional Algebraic Reconstruction Technique. The ADMM improves image quality as indicated by a higher structural similarity, for low signal-to-noise ratio datasets, and it significantly reduces computation time.

Keywords:
Magnetic particle imaging Augmented Lagrangian method Computer science Similarity (geometry) Iterative reconstruction Computation Norm (philosophy) Algorithm Computer vision Artificial intelligence Image (mathematics) Magnetic nanoparticles Physics Nanoparticle

Metrics

12
Cited By
0.97
FWCI (Field Weighted Citation Impact)
15
Refs
0.72
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Characterization and Applications of Magnetic Nanoparticles
Physical Sciences →  Engineering →  Biomedical Engineering
Geomagnetism and Paleomagnetism Studies
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Microfluidic and Bio-sensing Technologies
Physical Sciences →  Engineering →  Biomedical Engineering

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