Conditioning generative latent optimization for sparse-view computed tomography image reconstruction

We propose a parsimonious and robust reconstruction technique offering similar to better performances when compared with state-of-the-art methods regarding full-dose sparse-view CT. Our strategy could be readily applied to any imaging reconstruction task without any assumption about the acquisition protocol or the quantity of available data.

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Publication Details

Journal
Journal of Medical Imaging
Published
2025-04-01
DOI
https://doi.org/10.1117/1.jmi.12.2.024004
Primary Topic
Medical Imaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
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Conditioning generative latent optimization for sparse-view computed tomography image reconstruction

Kévin Ginsburger, V. Brandon, David Hateau, Thomas Braure et al.
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Journal of Medical Imaging
Medical Imaging Techniques and Applications
article

Conditioning generative latent optimization for sparse-view computed tomography image reconstruction

Kévin Ginsburger, V. Brandon, David Hateau, Thomas Braure, Delphine Lazaro
article en

Abstract

We propose a parsimonious and robust reconstruction technique offering similar to better performances when compared with state-of-the-art methods regarding full-dose sparse-view CT. Our strategy could be readily applied to any imaging reconstruction task without any assumption about the acquisition protocol or the quantity of available data.

Journal of Medical ImagingVol. 12(02)
Commissariat à l'Énergie Atomique et aux Énergies Alternatives (FR), Université Paris-Saclay (FR), Laboratoire d'Intégration des Systèmes et des Technologies (FR), CEA DAM Île-de-France (FR)
Openalex Percentile: Top 90%
Medical Imaging Techniques and Applications
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