Cumulant tensors from the addition of angular momenta: All diffusion invariants in one abstract

Motivation: The advent of quantitative imaging hinges on revealing the information content of MRI measurements. We provide a complete basis- and hardware-independent “fingerprint" for the diffusion signal up to moderate diffusion-weightings. Goal(s): Find all rotationally invariant information present in the cumulant expansion up to b2. Approach: We classify all invariants of diffusion and covariance tensors in terms of irreducible representations of the group of rotations, discuss their geometric meaning, and relate them to tissue properties. Results: We find a complete set of 21 independent rotational invariants up to b2. Previously studied contrasts are expressed via only 7, while the rest provide novel complementary information. Impact: We map the diffusion covariance tensor onto the addition of angular momenta, and provide all rotational invariants of the cumulant expansion (RICE). RICE apply to >50k publicly available human diffusion MRI datasets, providing new insights into tissue properties.

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/10.58530/2024/0641
Primary Topic
NMR spectroscopy and applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Cumulant tensors from the addition of angular momenta: All diffusion invariants in one abstract

Dmitry A. Novikov, Filip Szczepankiewicz, Els Fieremans, Santiago Coelho
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
NMR spectroscopy and applications
article

Cumulant tensors from the addition of angular momenta: All diffusion invariants in one abstract

Dmitry A. Novikov, Filip Szczepankiewicz, Els Fieremans, Santiago Coelho
article en

Abstract

Motivation: The advent of quantitative imaging hinges on revealing the information content of MRI measurements. We provide a complete basis- and hardware-independent “fingerprint" for the diffusion signal up to moderate diffusion-weightings. Goal(s): Find all rotationally invariant information present in the cumulant expansion up to b2. Approach: We classify all invariants of diffusion and covariance tensors in terms of irreducible representations of the group of rotations, discuss their geometric meaning, and relate them to tissue properties. Results: We find a complete set of 21 independent rotational invariants up to b2. Previously studied contrasts are expressed via only 7, while the rest provide novel complementary information. Impact: We map the diffusion covariance tensor onto the addition of angular momenta, and provide all rotational invariants of the cumulant expansion (RICE). RICE apply to >50k publicly available human diffusion MRI datasets, providing new insights into tissue properties.

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
Openalex Percentile: Top 94%
NMR spectroscopy and applications
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