Research
On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · May 201919922001200920172026
4 results for “QSM”
CycleQSM: Unsupervised QSM Deep Learning using Physics-Informed CycleGANcs.CV

CycleQSM uses deep learning to accurately map tissue magnetic susceptibility without needing paired data.

problem Accurately mapping magnetic susceptibility values from phase images using QSM.
method Unsupervised deep learning approach using physics-informed cycleGAN.
result The method provides more accurate QSM maps compared to existing deep learning approaches.
QSMmagnetic susceptibilitydeep learningunsupervisedcycleGAN
2020-12-07abs ↗pdf ↗
Nonlinear Dipole Inversion (NDI) enables Quantitative Susceptibility Mapping (QSM) without parameter tuningeess.IV

NDI enables high-quality QSM without parameter tuning.

problem Quantitative Susceptibility Mapping (QSM) with regularization tuning issues.
method Nonlinear Dipole Inversion (NDI) using a physics-based forward model and a Variational Network (VN).
result NDI achieves high-quality QSM from as few as 2-direction data.
Quantitative Susceptibility MappingQSMNonlinear Dipole InversionVariational NetworkDeep Learning
2019-09-30abs ↗pdf ↗