Improved regularisation constraints for compressed sensing of multi-slice mri

R Islam, AJ Lambert, M Pickering… - Computer Methods in …, 2016 - Taylor & Francis
In magnetic resonance imaging, the long acquisition time required to capture k-space data
according to the Nyquist sampling rule is a major limitation. Methods for reducing the scan …

GPU based Real Time Reconstruction of Compressed Sampling MRI

R Islam, MS Islam, MS Islam - 2020 16th IEEE International …, 2020 - ieeexplore.ieee.org
In magnetic resonance imaging, high-quality images are demanded to diagnosis and
analytical purposes. During the acquisition process, it takes a long time to generate fully …

Reconstruction of compressed sensing MRI: An experimental review among priors-and deep learning-based algorithms

R Islam - 2020 2nd International Conference on Sustainable …, 2020 - ieeexplore.ieee.org
Magnetic resonance imaging (MRI) is the most effective and reliable imaging process to
visualize the internal organs of the human body for clinical purposes and medical research …

A new parallel MRI image reconstruction model with elastic net regularization

BJ Qiu, WS Chen, B Chen… - 2016 International Joint …, 2016 - ieeexplore.ieee.org
It is known that lots of MRI imaging reconstruction approaches usually encounter ill-posed
problem. To address this problem, we propose a novel method for MRI imaging …