Search Results for author: Martin Uecker

Found 14 papers, 12 papers with code

Assessment of Deep Learning Segmentation for Real-Time Free-Breathing Cardiac Magnetic Resonance Imaging at Rest and Under Exercise Stress

1 code implementation23 Nov 2023 Martin Schilling, Christina Unterberg-Buchwald, Joachim Lotz, Martin Uecker

In this work, accuracy of deep learning methods is assessed for volumetric analysis (via segmentation) of the left ventricle in real-time free-breathing CMR at rest and under exercise stress.

Segmentation

Deep, Deep Learning with BART

1 code implementation28 Feb 2022 Moritz Blumenthal, GuanXiong Luo, Martin Schilling, H. Christian M. Holme, Martin Uecker

Conclusion: By integrating non-linear operators and neural networks into BART, we provide a general framework for deep-learning-based reconstruction in MRI.

Image Reconstruction

Bayesian MRI Reconstruction with Joint Uncertainty Estimation using Diffusion Models

1 code implementation3 Feb 2022 GuanXiong Luo, Moritz Blumenthal, Martin Heide, Martin Uecker

We introduce a framework that enables efficient sampling from learned probability distributions for MRI reconstruction.

MRI Reconstruction

Physics-based Reconstruction Methods for Magnetic Resonance Imaging

1 code implementation3 Oct 2020 Xiaoqing Wang, Zhengguo Tan, Nick Scholand, Volkert Roeloffs, Martin Uecker

Conventional Magnetic Resonance Imaging (MRI) is hampered by long scan times and only qualitative image contrasts that prohibit a direct comparison between different systems.

Image Reconstruction

Model-Based Reconstruction for Simultaneous Multi-Slice T1 Mapping using Single-Shot Inversion-Recovery Radial FLASH

1 code implementation23 Sep 2019 Xiaoqing Wang, Sebastian Rosenzweig, Nick Scholand, H. Christian M. Holme, Martin Uecker

Validations of the proposed method are performed for a phantom and for the human brain and liver in six healthy adult subjects.

Medical Physics Image and Video Processing

Accelerating Non-Cartesian MRI Reconstruction Convergence using k-space Preconditioning

1 code implementation25 Feb 2019 Frank Ong, Martin Uecker, Michael Lustig

We propose a k-space preconditioning formulation for accelerating the convergence of iterative Magnetic Resonance Imaging (MRI) reconstructions from non-uniformly sampled k-space data.

Medical Physics

Simple Auto-Calibrated Gradient Delay Estimation From Few Spokes Using Radial Intersections (RING)

1 code implementation11 May 2018 Sebastian Rosenzweig, H. Christian M. Holme, Martin Uecker

Using the proposed method (RING), these parameters can be obtained using a least-squares fit and utilized for the correction of gradient delays.

Medical Physics

ENLIVE: An Efficient Nonlinear Method for Calibrationless and Robust Parallel Imaging

1 code implementation29 Jun 2017 H. Christian M. Holme, Sebastian Rosenzweig, Frank Ong, Robin N. Wilke, Michael Lustig, Martin Uecker

Robustness against data inconsistencies, imaging artifacts and acquisition speed are crucial factors limiting the possible range of applications for magnetic resonance imaging (MRI).

Medical Physics

Simultaneous Multi-Slice MRI using Cartesian and Radial FLASH and Regularized Nonlinear Inversion: SMS-NLINV

1 code implementation11 May 2017 Sebastian Rosenzweig, H. Christian M. Holme, Robin N. Wilke, Dirk Voit, Jens Frahm, Martin Uecker

Purpose: The development of a calibrationless parallel imaging method for accelerated simultaneous multi-slice (SMS) MRI based on Regularized Nonlinear Inversion (NLINV), evaluated using Cartesian and radial FLASH.

Medical Physics

Estimating Absolute-Phase Maps Using ESPIRiT and Virtual Conjugate Coils

1 code implementation17 Jul 2015 Martin Uecker, Michael Lustig

Based on this method, a new post-processing step is proposed for the explicit computation of coil sensitivities that include the absolute phase of the image.

Image Reconstruction

Parallel Magnetic Resonance Imaging

no code implementations25 Jan 2015 Martin Uecker

The main disadvantage of Magnetic Resonance Imaging (MRI) are its long scan times and, in consequence, its sensitivity to motion.

Image Reconstruction

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