Modeling the acquisition shift between axial and sagittal MRI for diffusion superresolution to enable axial spine segmentation

Robert Graf; Hendrik Möller; Julian McGinnis; Sebastian Rühling; Maren Weihrauch; Matan Atad; Suprosanna Shit; Bjoern Menze; Mark Mühlau; Johannes C. Paetzold; Daniel Rueckert; Jan Kirschke

2024 MIDL MIDL 2024

Modeling the acquisition shift between axial and sagittal MRI for diffusion superresolution to enable axial spine segmentation

Abstract

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Authors

Robert Graf, Hendrik Möller, Julian McGinnis, Sebastian Rühling, Maren Weihrauch, Matan Atad, Suprosanna Shit, Bjoern Menze, Mark Mühlau, Johannes C. Paetzold, Daniel Rueckert, Jan Kirschke

Topics

Deep Learning > Models > Diffusion Models Computer Vision > Processing > Image Segmentation Computer Vision > Domain-Specific > Medical Imaging

Keywords

semantic segmentation diffusion model super resolution inpainting interslice gap k-space point spread function

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