[HTML][HTML] From compressed-sensing to artificial intelligence-based cardiac MRI reconstruction

A Bustin, N Fuin, RM Botnar, C Prieto - Frontiers in cardiovascular …, 2020 - frontiersin.org
Cardiac magnetic resonance (CMR) imaging is an important tool for the non-invasive
assessment of cardiovascular disease. However, CMR suffers from long acquisition times …

CINENet: deep learning-based 3D cardiac CINE MRI reconstruction with multi-coil complex-valued 4D spatio-temporal convolutions

T Küstner, N Fuin, K Hammernik, A Bustin, H Qi… - Scientific reports, 2020 - nature.com
Cardiac CINE magnetic resonance imaging is the gold-standard for the assessment of
cardiac function. Imaging accelerations have shown to enable 3D CINE with left ventricular …

Reconstruction techniques for cardiac cine MRI

RM Menchón-Lara, F Simmross-Wattenberg… - Insights into …, 2019 - Springer
The present survey describes the state-of-the-art techniques for dynamic cardiac magnetic
resonance image reconstruction. Additionally, clinical relevance, main challenges, and …

[HTML][HTML] Multi-class point cloud completion networks for 3D cardiac anatomy reconstruction from cine magnetic resonance images

M Beetz, A Banerjee, J Ossenberg-Engels… - Medical Image Analysis, 2023 - Elsevier
Cine magnetic resonance imaging (MRI) is the current gold standard for the assessment of
cardiac anatomy and function. However, it typically only acquires a set of two-dimensional …

Encoder modified U-net and feature pyramid network for multi-class segmentation of cardiac magnetic resonance images

TS Sharan, S Tripathi, S Sharma… - IETE Technical …, 2022 - Taylor & Francis
Cardiovascular diseases are leading cause of death worldwide. Timely and accurate
detection of disease is required to reduce load on healthcare system and number of deaths …

OCMR (v1. 0)--open-access multi-coil k-space dataset for cardiovascular magnetic resonance imaging

C Chen, Y Liu, P Schniter, M Tong, K Zareba… - arXiv preprint arXiv …, 2020 - arxiv.org
Cardiovascular MRI (CMR) is a non-invasive imaging modality that provides excellent soft-
tissue contrast without the use of ionizing radiation. Physiological motions and limited speed …

Movienet: Deep space–time‐coil reconstruction network without k‐space data consistency for fast motion‐resolved 4D MRI

V Murray, S Siddiq, C Crane, M El Homsi… - Magnetic …, 2024 - Wiley Online Library
Purpose To develop a novel deep learning approach for 4D‐MRI reconstruction, named
Movienet, which exploits space–time‐coil correlations and motion preservation instead of k …

Free‐breathing whole‐heart 3D cine magnetic resonance imaging with prospective respiratory motion compensation

MH Moghari, A Barthur, ME Amaral… - Magnetic resonance …, 2018 - Wiley Online Library
Purpose To develop and validate a new prospective respiratory motion compensation
algorithm for free‐breathing whole‐heart 3D cine steady‐state free precession (SSFP) …

Four-dimensional multiphase steady-state MRI with ferumoxytol enhancement: early multicenter feasibility in pediatric congenital heart disease

KL Nguyen, RM Ghosh, LM Griffin, T Yoshida… - Radiology, 2021 - pubs.rsna.org
Background The value of MRI in pediatric congenital heart disease (CHD) is well
recognized; however, the requirement for expert oversight impedes its widespread use. Four …

Isotropic 3D Cartesian single breath‐hold CINE MRI with multi‐bin patch‐based low‐rank reconstruction

T Küstner, A Bustin, O Jaubert… - Magnetic resonance …, 2020 - Wiley Online Library
Purpose To develop a novel acquisition and reconstruction framework for isotropic 3D
Cartesian cardiac CINE within a single breath‐hold for left ventricle (LV) and whole‐heart …