An open implementation of FSL’s eddy with volume-to-volume artifact estimation for neuroimaging beyond diffusion MRI
Motivation: Create an open-source alternative to FSL's eddy without commercial limitations that generalizes over problems beyond eddy current distortions of diffusion MRI. Goal(s): Evaluate the tool's performance vis-à-vis with corresponding tools. Approach: We implement a Gaussian Process regressor model, a Bayesian optimization layer on an existing registration framework and estimate the alignment of neuroimaging data enabled by the eddymotion framework. Results: Using publicly available neuroimaging data, we provide evidence about the effectiveness of our volume-to-volume modeling framework for generalized artifact identification and correction in neuroimaging. Impact: We present eddymotion, an open-source framework for volume-to-volume artifact estimation inspired by FSL eddy. Our tool allows for easy alternative model implementation, it can be used for non-dMRI imaging modalities and does not have a restrictive license.
Authors
- Christopher J. Markiewicz (ORCID: https://orcid.org/0000-0002-6533-164X)
- Oscar Estéban (ORCID: https://orcid.org/0000-0001-8435-6191)
- Jon Haitz Legarreta (ORCID: https://orcid.org/0000-0002-9661-1396)
- Élodie Savary (ORCID: https://orcid.org/0000-0002-3896-6906)
- Ariel Rokem (ORCID: https://orcid.org/0000-0003-0679-1985)
- Martin Nørgaard (ORCID: https://orcid.org/0000-0003-2131-5688)
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
- 2025-09-16
- DOI
- https://doi.org/10.58530/2025/3252
- Primary Topic
- Advanced Neuroimaging Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00