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Peer-Reviewed Publication
NMR Biomed2026;39(5):e70286.May 1, 2026Journal Article

DEEP-DISORDER: Motion Correction in 3D MRI via Segment Reconstruction and Registration.

Laurens Beljaards1, Martijn Nagtegaal1, Chinmay Rao1, Yiming Dong1, Matthias J P van Osch1, Nicola Pezzotti2,3, Mariya Doneva4, Marius Staring1
1Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands.
2Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, the Netherlands.
3Cardiologs, Paris, France.
4Philips Innovative Technologies, Hamburg, Germany.

Abstract

3D MR image acquisition is inherently time intensive, rendering it susceptible to patient motion during scanning. This may introduce significant blurring and artifacts, potentially necessitating reacquisition. We propose a modular framework to retrospectively correct for intrascan motion in 3D brain MRI, without active motion tracking. Serving as the backbone of our approach is an existing distrib…

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