Systems and methods for accelerated imaging using variable density sampling and compressed sensing with parallel imaging
Some aspects of the present disclosure relate to accelerated imaging using variable-density sampling and compressed sensing with parallel imaging. In one embodiment, a method includes acquiring magnetic resonance data associated with a physiological activity in an area of interest of a subject. The acquiring includes performing accelerated variable-density sampling with phase-contrast displacement encoding. The method also includes reconstructing, from the acquired magnetic resonance data, images corresponding to the physiological activity in the area of interest. The reconstructing includes performing parallel imaging and compressed sensing.
1. A method for accelerated imaging of an area of interest of a subject, comprising:
acquiring magnetic resonance data associated with a physiological activity in an area of interest of a subject, wherein the acquiring comprises performing accelerated variable-density sampling with phase-contrast displacement encoding; and
reconstructing, from the acquired magnetic resonance data, images corresponding to the physiological activity in the area of interest, wherein the reconstructing comprises performing parallel imaging and compressed sensing.
2. The method of claim 1 , wherein the variable-density sampling comprises variable-density spiral sampling.
3. The method of claim 1 , wherein the phase-contrast displacement encoding comprises cine displacement encoding with stimulated echoes (DENSE).
4. The method of claim 1 , wherein the parallel imaging comprises combining multi-channel parallel imaging data using sensitivity maps calculated from temporally-averaged data.
5. The method of claim 1 , wherein the compressed sensing comprises regional-sparsity based compressed sensing.
6. The method of claim 1 , wherein the compressed sensing comprises performing motion-guided compressed sensing functions wherein three-dimensional images from the parallel imaging are divided into cubes that are motion-tracked over time and low-rank sparsity is exploited inside the motion-tracked cubes to remove artifacts.
7. A system for accelerated imaging of an area of interest of a subject, comprising:
a magnetic resonance imaging (MRI) device configured to acquire magnetic resonance data associated with a physiological activity in an area of interest of a subject, wherein the acquiring comprises performing, using the MRI device, accelerated variable-density sampling with phase-contrast displacement encoding; and
an image processing device coupled to the MM device and configured to reconstruct, from the acquired magnetic resonance data, images corresponding to the physiological activity in the area of interest, wherein the reconstructing comprises performing parallel imaging and compressed sensing.
8. The system of claim 7 , wherein the variable-density sampling comprises variable-density spiral sampling.
9. The system of claim 7 , wherein the phase-contrast displacement encoding comprises cine displacement encoding with stimulated echoes (DENSE).
10. The system of claim 7 , wherein the parallel imaging comprises combining multi-channel parallel imaging data using sensitivity maps calculated from temporally-averaged data.
11. The system of claim 7 , wherein the compressed sensing comprises regional-sparsity based compressed sensing.
12. The system of claim 7 , wherein the compressed sensing comprises performing motion-guided compressed sensing functions wherein three-dimensional images from the parallel imaging are divided into cubes that are motion-tracked over time and low-rank sparsity is exploited inside the motion-tracked cubes to remove artifacts.
13. A non-transitory computer-readable medium storing instructions that, when executed by one or more processors, cause a system to perform functions for accelerated imaging of an area of interest of a subject, wherein the functions performed include:
acquiring magnetic resonance data associated with a physiological activity in an area of interest of a subject, wherein the acquiring comprises performing accelerated variable-density sampling with phase-contrast displacement encoding; and
reconstructing, from the acquired magnetic resonance data, images corresponding to the physiological activity in the area of interest, wherein the reconstructing comprises performing parallel imaging and compressed sensing.
14. The computer-readable medium of claim 13 , wherein the variable-density sampling comprises variable-density spiral sampling.
15. The computer-readable medium of claim 13 , wherein the phase-contrast displacement encoding comprises cine displacement encoding with stimulated echoes (DENSE).
16. The computer-readable medium of claim 13 , wherein the parallel imaging comprises combining multi-channel parallel imaging data using sensitivity maps calculated from temporally-averaged data.
17. The computer-readable medium of claim 13 , wherein the compressed sensing comprises regional-sparsity based compressed sensing.
18. The computer-readable medium of claim 13 , wherein the compressed sensing comprises performing motion-guided compressed sensing functions wherein three-dimensional images from the parallel imaging are divided into cubes that are motion-tracked over time and low-rank sparsity is exploited inside the motion-tracked cubes to remove artifacts.