Comparative analysis of artificial intelligence-based contouring of cardiac substructures on computed tomography scans for radiation therapy

Automatic contouring solutions exhibited inter-solution variability for cardiac substructures that may have clinical impact. Greater transparency and standardisation of models, ideally through international consensus and shared datasets, are essential.

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Publication Details

Journal
Physics and Imaging in Radiation Oncology
Published
2026-02-21
DOI
https://doi.org/10.1016/j.phro.2026.100935
Primary Topic
Advanced Radiotherapy Techniques
Type
article
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Comparative analysis of artificial intelligence-based contouring of cardiac substructures on computed tomography scans for radiation therapy

Fredrik Löfman, Loïg Vaugier, Jérémy Palisson, Bastien Bernard et al.
Physics and Imaging in Radiation Oncology
Advanced Radiotherapy Techniques
article

Comparative analysis of artificial intelligence-based contouring of cardiac substructures on computed tomography scans for radiation therapy

Fredrik Löfman, Loïg Vaugier, Jérémy Palisson, Bastien Bernard, Xinru Chen, Remus Stoica, S. Huger, T. Lacornerie, Tanguy Perennec, Alexandra Moignier, F. Thillays, G. Delpon, Robert Finnegan, K Sambourg, Elvire Martin-Mervoyer, Jonas Söderberg, Anna Karlhede, Elise Prangères, Charlotte Robert, Angela Botticella
article en

Abstract

Automatic contouring solutions exhibited inter-solution variability for cardiac substructures that may have clinical impact. Greater transparency and standardisation of models, ideally through international consensus and shared datasets, are essential.

Physics and Imaging in Radiation OncologyVol. 38
Centre National de la Recherche Scientifique (FR), The University of Texas MD Anderson Cancer Center (US), Inserm (FR), Technical University of Cluj-Napoca (RO), Université Paris-Saclay (FR), Institut Gustave Roussy (FR), Cancer Australia (AU), Institut de Cancérologie de Lorraine (FR), Centre Hospitalier de Bretagne Sud (FR), Centre Hospitalier Avranches Granville (FR), Institut de Cancérologie de l'Ouest (FR), Laboratoire de Physique Subatomique et des Technologies Associées (FR), IMT Atlantique (FR), Centre Oscar Lambret (FR), Siemens (France) (FR), RaySearch Laboratories (Sweden) (SE)
Openalex Percentile: Top 42%
Advanced Radiotherapy Techniques
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