Compressed sensing acceleration of radial 3‐D alternating Look‐Locker T1 mapping

The radial 3-D alternating Look-Locker <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:semantics> <mml:mrow> <mml:msub><mml:mrow><mml:mi>T</mml:mi></mml:mrow> <mml:mrow><mml:mn>1</mml:mn></mml:mrow> </mml:msub> </mml:mrow> <mml:annotation>$$ {T}_1 $$</mml:annotation></mml:semantics> </mml:math> mapping acquisition was successfully accelerated by up to a factor of 12 with various CS models. The best-performing model was a subspace-constrained reconstruction, which utilized spatial total variation and locally low-rank regularization.

Authors

Institutions

Publication Details

Journal
Magnetic Resonance in Medicine
Published
2025-06-16
DOI
https://doi.org/10.1002/mrm.30610
Primary Topic
Sparse and Compressive Sensing Techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Compressed sensing acceleration of radial 3‐D alternating Look‐Locker T1 mapping

Ville Kolehmainen, Antti Paajanen, Mikko J. Nissi, Olli Nykänen
Magnetic Resonance in Medicine
Sparse and Compressive Sensing Techniques
article

Compressed sensing acceleration of radial 3‐D alternating Look‐Locker T1 mapping

Ville Kolehmainen, Antti Paajanen, Mikko J. Nissi, Olli Nykänen
article en

Abstract

The radial 3-D alternating Look-Locker <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:semantics> <mml:mrow> <mml:msub><mml:mrow><mml:mi>T</mml:mi></mml:mrow> <mml:mrow><mml:mn>1</mml:mn></mml:mrow> </mml:msub> </mml:mrow> <mml:annotation>$$ {T}_1 $$</mml:annotation></mml:semantics> </mml:math> mapping acquisition was successfully accelerated by up to a factor of 12 with various CS models. The best-performing model was a subspace-constrained reconstruction, which utilized spatial total variation and locally low-rank regularization.

Magnetic Resonance in MedicineVol. 94(5)
University of Eastern Finland (FI)
Itä-Suomen Yliopisto, Academy of Finland, Suomen Kulttuurirahasto, Päivikki ja Sakari Sohlbergin Säätiö, Pohjois-Savon Rahasto
Openalex Percentile: Top 85%
Sparse and Compressive Sensing Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Compressed sensing acceleration of radial 3‐D alternating Look‐Locker T1 mapping — Ville Kolehmainen, Antti Paajanen, et al. · Magnetic Resonance in Medicine (2025) | TGRS Research Map | TGRS