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Real-time reconstruction of sensitivity encoded radial magnetic resonance imaging using a graphics processing unit
Thomas Sangild Sørensen1, David Atkinson, Tobias Schaeffter
1University College London, London, WC1E6BT, UK. sangild@cs.au.dk
We developed a fast GPU-accelerated algorithm for real-time magnetic resonance imaging reconstruction. This enables on-the-fly adjustments to temporal resolution and image quality for sensitivity encoded radial imaging.
Area of Science:
- Medical Imaging
- Computational Imaging
- Magnetic Resonance Imaging
Background:
- Real-time applications of non-Cartesian parallel MRI are limited by lengthy image reconstruction times.
- Current reconstruction times often exceed acquisition times, hindering real-time image display.
Purpose of the Study:
- To present a novel reconstruction algorithm for real-time sensitivity encoded radial imaging (radial SENSE) using commodity graphics hardware (GPUs).
- To enable dynamic adjustment of temporal resolution and interactive improvement of reconstruction quality.
Main Methods:
- Developed a GPU-accelerated reconstruction algorithm for radial SENSE.
- Utilized a golden ratio radial profile order for flexible reconstruction from varying numbers of profiles.
- Incorporated a user-adaptable regularization term for interactive quality enhancement, especially with undersampled data.
- Implemented a self-contained reconstruction process computing all necessary parameters in real-time.
Main Results:
- Demonstrated real-time reconstruction of radial SENSE images on commodity GPUs.
- Showcased the ability to adjust temporal resolution dynamically.
- Validated the algorithm's effectiveness for real-time SENSE and k-t SENSE reconstructions.
- Successfully performed offline reconstructions with interactive parameter adjustments.
Conclusions:
- The developed GPU algorithm significantly reduces reconstruction times, overcoming a key barrier to real-time non-Cartesian parallel MRI.
- The approach allows for flexible temporal resolution and interactive quality control, enhancing the utility of radial SENSE imaging.
- This method facilitates real-time imaging applications and interactive offline analysis, advancing the field of accelerated MRI.
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