ArticleMagnetic resonance in medicine2023
Robust retrospective motion correction of head motion using navigator-based and markerless motion tracking techniques.
Article in Magnetic resonance in medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Intra-MRI Head Motion Tracking and Correction: A Quantitative In Vivo Evaluation Framework.NMR in biomedicine · 2026Article
- Effects and Correction of Patient Bulk Motion in Cranial DENSE MRI.Magnetic resonance in medicine · 2026Article
- Contrast-optimized basis functions for self-navigated motion correction in quantitative MRI.Magnetic resonance in medicine · 2026Article
- Agreement of image quality metrics with radiological evaluation in the presence of motion artifacts.Magma (New York, N.Y.) · 2025Article
- Agreement of Image Quality Metrics with Radiological Evaluation in the Presence of Motion Artifacts.ArXiv · 2025Article
- Test Platform for Developing New Optical Position Tracking Technology towards Improved Head Motion Correction in Magnetic Resonance Imaging.Sensors (Basel, Switzerland) · 2024Article
- Analysis of the effect of motion on highly accelerated 3D FatNavs in 3D brain images acquired at 3T.PloS one · 2024Article
- Robust retrospective motion correction of head motion using navigator-based and markerless motion tracking techniques.Magnetic resonance in medicine · 2023Article
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Authors and funding
4 authors.
Funding
Abstract
purposeThis study investigated the artifacts arising from different types of head motion in brain MR images and how well these artifacts can be compensated using retrospective correction based on two different motion-tracking techniques.
methodsMPRAGE images were acquired using a 3 T MR scanner on a cohort of nine healthy participants. Subjects moved their head to generate circular motion (4 or 6 cycles/min), stepwise motion (small and large) and "simulated realistic" motion (nodding and slow diagonal motion), based on visual instructions. One MPRAGE scan without deliberate motion was always acquired as a "no motion" reference. Three dimensional fat-navigator (FatNavs) and a Tracoline markerless device (TracInnovations) were used to obtain motion estimates and images were separately reconstructed retrospectively from the raw data based on these different motion estimates.
resultsImage quality was recovered from both motion tracking techniques in our stepwise and slow diagonal motion scenarios in almost all cases, with the apparent visual image quality comparable to the no-motion case. FatNav-based motion correction was further improved in the case of stepwise motion using a skull masking procedure to exclude non-rigid motion of the neck from the co-registration step. In the case of circular motion, both methods struggled to correct for all motion artifacts.
conclusionHigh image quality could be recovered in cases of stepwise and slow diagonal motion using both motion estimation techniques. The circular motion scenario led to more severe image artifacts that could not be fully compensated by the retrospective motion correction techniques used.
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