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 …

Robustness and exploration of variational and machine learning approaches to inverse problems: An overview

A Auras, KV Gandikota, H Droege… - GAMM …, 2024 - Wiley Online Library
This paper provides an overview of current approaches for solving inverse problems in
imaging using variational methods and machine learning. A special focus lies on point …

[HTML][HTML] Research on State Diagnosis Methods of UHF Partial Discharge Sensors Based on Improved ViT

Y Liu, Z Hu, L Cheng, Y Wang, C Chen - Applied Sciences, 2024 - mdpi.com
UHF partial discharge sensors are key equipment for substation monitoring, but they are
subject to complex multi-physical field stresses in substation applications, which leads to a …

An -adaptive Loop Unrolled Architecture for Solving Inverse Problems with Forward Model Mismatch

P Guan, N Iqbal, MA Davenport, M Masood - 1st Workshop on the Synergy … - openreview.net
In inverse problems (IP) we aim to recover the underlying signal from noisy measurements
that are generated according to a known forward model. Classical methods for solving IPs …