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OpenMRF: A Modular, Vendor-Neutral Open-Source Framework for Reproducible Magnetic Resonance Fingerprinting using
Arxiv
|May 4, 2026
Summary
OpenMRF is a new framework for Magnetic Resonance Fingerprinting (MRF) that improves reproducibility and consistency across different MRI systems. This solution accelerates quantitative MRI research by enabling standardized method development and validation.
Area of Science:
- Quantitative MRI
- Biomedical Engineering
- Medical Imaging Physics
Background:
- Magnetic Resonance Fingerprinting (MRF) adoption is hindered by fragmented tools and lack of unified frameworks.
- Reproducibility and consistency challenges limit widespread MRF implementation and advancement.
Purpose of the Study:
- Introduce OpenMRF, a comprehensive Pulseq-based solution to overcome MRF adoption barriers.
- Enable consistent, reproducible, and transferable MRF research across vendors, sites, and field strengths.
Main Methods:
- OpenMRF integrates modular Pulseq sequence design, Bloch-simulation dictionary creation, and iterative low-rank subspace reconstruction.
- Evaluated using digital phantoms, multi-site phantom studies (0.55 T, 1.5 T, 3 T), and in vivo scans (liver, myocardium, brain).
Main Results:
- Simulations showed high mapping accuracy (T1: 0.03+/-0.32%, T2: 0.12+/-1.94%).
- Multi-site phantom study yielded relaxation times consistent with reference values across field strengths.
- In vivo acquisitions demonstrated high-quality parameter maps on various platforms.
Conclusions:
- OpenMRF offers a robust, open-source, end-to-end Pulseq solution for MRF.
- Facilitates reproducible sequence implementation, accurate dictionary simulation, and advanced reconstruction.
- Aims to accelerate reproducible and harmonized quantitative MRI research through a unified platform.
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