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Rigid motion correction for magnetic resonance fingerprinting with sliding-window reconstruction and image
Zhongbiao Xu1, Huihui Ye2, Mengye Lyu3
1Key Laboratory of Mental Health of the Ministry of Education, School of Biomedical Engineering, Southern Medical University, Guangzhou, China; School of Biomedical Engineering, Guangdong Provincial Key Laboratory of Medical Image Processing, Southern Medical University, Guangzhou, China.
Abstract:
Magnetic resonance fingerprinting (MRF) can be used to simultaneously obtain multiple parameter maps from a single pulse sequence. However, patient motion during MRF acquisition may result in blurring and artifacts in estimated parameter maps. In this work, a novel motion correction method was proposed to correct for rigid motion in MRF. The proposed method involved sliding-window reconstruction to obtain intermediate images followed by image registration to estimate rigid motion information between these images. Finally, the motion-corrupted k-space data were corrected with the estimated motion parameters and then reconstructed to obtain the parameter maps via the conventional MRF processing pipeline. The proposed method was evaluated using both simulations and in vivo MRF experiments with intently different types of motion. For motion-corrupted data, the proposed method yielded brain T1, T2 and proton density maps with obviously reduced blurring and artifacts and lower normalized root-mean-square error, compared to MRF without motion correction. In conclusion, motion-corrected MRF using the proposed method has the potential to produce accurate parameter maps in the presence of in-plane rigid motion.
Insights
Patient motion during magnetic resonance fingerprinting (MRF) causes artifacts. This study introduces a novel motion correction technique for MRF, significantly reducing blurring and improving the accuracy of parameter maps.
Area of Science:
- Medical Imaging
- Biophysics
- Computational Imaging
Background:
- Magnetic resonance fingerprinting (MRF) enables simultaneous multi-parameter mapping using a single pulse sequence.
- Patient motion during MRF acquisition is a significant challenge, leading to image blurring and artifacts in quantitative parameter maps.
Purpose of the Study:
- To develop and evaluate a novel method for correcting rigid motion in MRF data.
- To improve the accuracy and quality of MRF-derived parameter maps (T1, T2, proton density) in the presence of motion.
Main Methods:
- A sliding-window reconstruction approach was employed to generate intermediate MRF images.
- Image registration techniques were utilized to estimate rigid motion parameters between these intermediate images.
- Motion-corrupted k-space data were corrected using estimated motion parameters, followed by conventional MRF reconstruction.
Main Results:
- The proposed motion correction method effectively reduced blurring and artifacts in brain T1, T2, and proton density maps.
- Normalized root-mean-square error was significantly lower for motion-corrected MRF compared to uncorrected MRF.
- Evaluations included both simulated and in vivo MRF experiments with various induced motion types.
Conclusions:
- The developed motion correction technique demonstrates the potential for producing accurate MRF parameter maps.
- This method offers a viable solution for mitigating the impact of in-plane rigid motion in MRF acquisitions.
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