Principles and applications of magnetic nanomaterials in magnetically guided bioimaging

J Mohapatra, S Nigam, J George, AC Arellano… - Materials Today …, 2023 - Elsevier
Imaging plays a pivotal role in the precise diagnosis of a variety of diseases. Various
imaging modalities have long secured their place in clinics. However, a lot of these …

DEQ-MPI: A deep equilibrium reconstruction with learned consistency for magnetic particle imaging

A Güngör, B Askin, DA Soydan, CB Top… - … on Medical Imaging, 2023 - ieeexplore.ieee.org
Magnetic particle imaging (MPI) offers unparalleled contrast and resolution for tracing
magnetic nanoparticles. A common imaging procedure calibrates a system matrix (SM) that …

Machine learning and deep learning applications in magnetic particle imaging

S Nigam, E Gjelaj, R Wang, GW Wei… - Journal of Magnetic …, 2025 - Wiley Online Library
In recent years, magnetic particle imaging (MPI) has emerged as a promising imaging
technique depicting high sensitivity and spatial resolution. It originated in the early 2000s …

Progressive pretraining network for 3D system matrix calibration in magnetic particle imaging

G Shi, L Yin, Y An, G Li, L Zhang, Z Bian… - … on Medical Imaging, 2023 - ieeexplore.ieee.org
Magnetic particle imaging (MPI) is an emerging technique for determining magnetic
nanoparticle distributions in biological tissues. Although system-matrix (SM)-based image …

Cross-domain knowledge transfer based parallel-cascaded multi-scale attention network for limited view reconstruction in projection magnetic particle imaging

X Wu, P Gao, P Zhang, Y Shang, B He, L Zhang… - Computers in Biology …, 2023 - Elsevier
Projection magnetic particle imaging (MPI) can significantly improve the temporal resolution
of three-dimensional (3D) imaging compared to that using traditional point by point …

Anisotropic edge-preserving network for resolution enhancement in unidirectional Cartesian magnetic particle imaging

Y Shang, J Liu, Y Liu, B Zhang, X Wu… - Physics in Medicine …, 2023 - iopscience.iop.org
Objective. Magnetic particle imaging (MPI) is a novel imaging modality. It is crucial to acquire
accurate localization of the superparamagnetic iron oxide nanoparticles distributions in MPI …

BSS-TFNet: Attention-Enhanced Background Signal Suppression Network for Time-Frequency Spectrum in Magnetic Particle Imaging

Z Wei, Y Liu, T Zhu, X Yang, J Tian… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Magnetic particle imaging (MPI) is a rapidly develo** medical imaging modality, which
uses the nonlinear response of superparamagnetic iron oxide nanoparticles to the applied …

Self-supervised Signal Denoising for Magnetic Particle Imaging

H Peng, Y Li, X Yang, J Tian… - 2023 45th Annual …, 2023 - ieeexplore.ieee.org
Magnetic particle imaging (MPI) is a medical imaging technology with high resolution and
high sensitivity, which tracks the distribution of superparamagnetic iron oxide nanoparticles …

Transformer for low concentration image denoising in magnetic particle imaging

Y Liu, L Zhang, Z Wei, T Wang, X Yang… - Physics in Medicine & …, 2024 - iopscience.iop.org
Objective. Magnetic particle imaging (MPI) is an emerging tracer-based in vivo imaging
technology. The use of MPI at low superparamagnetic iron oxide nanoparticle …

Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging

Y Shang, J Liu, Y Liu, Y Wang, Y Shen… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Magnetic particle imaging (MPI) is a novel and emerging functional imaging technique that
visualizes the spatial distribution of magnetic nanoparticles (MNPs). While the X-space …