Differential privacy preserved federated transfer learning for multi-institutional
Artefacts
Deep learning
Federated learning
PET/CT
Privacy
Journal
European journal of nuclear medicine and molecular imaging
ISSN: 1619-7089
Titre abrégé: Eur J Nucl Med Mol Imaging
Pays: Germany
ID NLM: 101140988
Informations de publication
Date de publication:
Dec 2023
Dec 2023
Historique:
received:
14
04
2023
accepted:
24
08
2023
medline:
29
11
2023
pubmed:
8
9
2023
entrez:
8
9
2023
Statut:
ppublish
Résumé
Image artefacts continue to pose challenges in clinical molecular imaging, resulting in misdiagnoses, additional radiation doses to patients and financial costs. Mismatch and halo artefacts occur frequently in gallium-68 ( Altogether, 1413 patients with The three approaches investigated in this study for The proposed approach benefits from using large datasets from multiple centres while preserving patient privacy. Qualitative assessment by nuclear medicine physicians showed that the proposed model correctly addressed two main challenging artefacts in
Identifiants
pubmed: 37682303
doi: 10.1007/s00259-023-06418-7
pii: 10.1007/s00259-023-06418-7
pmc: PMC10684636
doi:
Substances chimiques
Gallium Radioisotopes
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
40-53Subventions
Organisme : Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
ID : SNSF 320030_176052
Informations de copyright
© 2023. The Author(s).
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