mrftools: A research framework for integrated design, simulation, acquisition, and reconstruction of Magnetic Resonance Fingerprinting (MRF)

Motivation: Developing robust MRF acquisitions and reconstructions requires meticulous manual tracking of parameters and dependencies, as well as integration of diverse tools. Increasing ease of development and use, regardless of research or clinical purposes, would help with broader adoption and understanding of MRF. Goal(s): Improve tooling to increase MRF research flexibility while maximizing traceability of acquisitions and reconstructions. Approach: Develop a unified Python framework, mrftools, supporting MRF-specific modular sequence abstraction, integration of reconstruction dependencies, and online reconstruction. Results: Built-in support for many common techniques and high extensibility for research use is demonstrated for both sequence and reconstruction development. Impact: By providing a unified framework for sequence development and reconstruction, mrftools streamlines workflow, ensuring traceability and repeatability of MRF for research or clinical usage. Key contributions lie in MRF-specific modular sequence design, the integration of reconstruction dependencies, and online reconstruction.

Authors

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/10.58530/2024/4674
Primary Topic
Dental Implant Techniques and Outcomes
Type
article
Field-Weighted Citation Impact
0.00
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article

mrftools: A research framework for integrated design, simulation, acquisition, and reconstruction of Magnetic Resonance Fingerprinting (MRF)

Mark A. Griswold, Jessie Sun, Andrew Dupuis, Reid Bolding et al.
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
Dental Implant Techniques and Outcomes
article

mrftools: A research framework for integrated design, simulation, acquisition, and reconstruction of Magnetic Resonance Fingerprinting (MRF)

Mark A. Griswold, Jessie Sun, Andrew Dupuis, Reid Bolding, Rasim Boyacıoğlu, Yong Chen
article en

Abstract

Motivation: Developing robust MRF acquisitions and reconstructions requires meticulous manual tracking of parameters and dependencies, as well as integration of diverse tools. Increasing ease of development and use, regardless of research or clinical purposes, would help with broader adoption and understanding of MRF. Goal(s): Improve tooling to increase MRF research flexibility while maximizing traceability of acquisitions and reconstructions. Approach: Develop a unified Python framework, mrftools, supporting MRF-specific modular sequence abstraction, integration of reconstruction dependencies, and online reconstruction. Results: Built-in support for many common techniques and high extensibility for research use is demonstrated for both sequence and reconstruction development. Impact: By providing a unified framework for sequence development and reconstruction, mrftools streamlines workflow, ensuring traceability and repeatability of MRF for research or clinical usage. Key contributions lie in MRF-specific modular sequence design, the integration of reconstruction dependencies, and online reconstruction.

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
Industry, innovation and infrastructure
Openalex Percentile: Top 67%
Dental Implant Techniques and Outcomes
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mrftools: A research framework for integrated design, simulation, acquisition, and reconstruction of Magnetic Resonance Fingerprinting (MRF) — Mark A. Griswold, Jessie Sun, et al. · 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 (2024) | TGRS Research Map | TGRS