Parallel MRI accelerator: The MPSoC design for real time image reconstruction
Motivation: Real-time MRI requires efficient data acquisition and low latency image reconstruction along high temporal resolution. The pMRI method known as GRAPPA, offers advantage in terms of fast data acquisition. Goal(s): However, large computational requirements of GRAPPA limit its performance in real-time clinical settings. Approach: This paper presents a novel MPSoC based hardware accelerator which combines 32-bit FPGA based accelerator module with multiple DSP engines and on-chip ARM processor, to provide sufficient computational resources for GRAPPA. Results: The results using in-vivo cardiac datasets i.e. 18-receiver coils, show that the proposed accelerator reconstructs cardiac images at ∼35 frames-per-second without degrading the image quality. Impact: The proposed accelerator is capable to reconstruct 35 frames in one second as compared to the CPU-based counterparts which can only reconstruct 2 frames/second for a given GRAPPA reconstruction setting in our experiments.
Authors
- Omair Inam (ORCID: https://orcid.org/0000-0003-0394-3533)
- Abdul Basit (ORCID: https://orcid.org/0000-0003-0754-3203)
- Hammad Omer
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2024-11-26
- DOI
- https://doi.org/10.58530/2024/1879
- Primary Topic
- Advanced MRI Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00