JOURNAL ARTICLE

Segmented diffusion imaging with iterative motion‐corrected reconstruction (SEDIMENT) for brain echo‐planar imaging

Malte SteinhoffKay NehrkeAlfred MertinsPeter Börnert

Year: 2019 Journal:   NMR in Biomedicine Vol: 33 (12)Pages: e4185-e4185   Publisher: Wiley

Abstract

Abstract Multi‐shot techniques offer improved resolution and signal‐to‐noise ratio for diffusion‐ weighted imaging, but make the acquisition vulnerable to shot‐specific phase variations and inter‐shot macroscopic motion. Several model‐based reconstruction approaches with iterative phase correction have been proposed, but robust macroscopic motion estimation is still challenging. Segmented diffusion imaging with iterative motion‐corrected reconstruction (SEDIMENT) uses iteratively refined data‐driven shot navigators based on sensitivity encoding to cure phase and rigid in‐plane motion artifacts. The iterative scheme is compared in simulations and in vivo with a non‐iterative reference algorithm for echo‐planar imaging with up to sixfold segmentation. The SEDIMENT framework supports partial Fourier acquisitions and furthermore includes options for data rejection and learning‐based modules to improve robustness and convergence.

Keywords:
Computer science Robustness (evolution) Computer vision Iterative reconstruction Artificial intelligence Diffusion MRI Segmentation Fourier transform Planar Algorithm Physics Magnetic resonance imaging

Metrics

11
Cited By
0.96
FWCI (Field Weighted Citation Impact)
68
Refs
0.75
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Neuroimaging Techniques and Applications
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging
Advanced MRI Techniques and Applications
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging
MRI in cancer diagnosis
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging

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