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Deep learning for automatic head and neck lymph node level delineation provides expert-level accuracy

BACKGROUND: Deep learning-based head and neck lymph node level (HN_LNL) autodelineation is of high relevance to radiotherapy research and clinical treatment planning but still underinvestigated in academic literature. In particular, there is no publicly available open-source solution for large-scale...

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Detalles Bibliográficos
Autores principales: Weissmann, Thomas, Huang, Yixing, Fischer, Stefan, Roesch, Johannes, Mansoorian, Sina, Ayala Gaona, Horacio, Gostian, Antoniu-Oreste, Hecht, Markus, Lettmaier, Sebastian, Deloch, Lisa, Frey, Benjamin, Gaipl, Udo S., Distel, Luitpold Valentin, Maier, Andreas, Iro, Heinrich, Semrau, Sabine, Bert, Christoph, Fietkau, Rainer, Putz, Florian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9978473/
https://www.ncbi.nlm.nih.gov/pubmed/36874135
http://dx.doi.org/10.3389/fonc.2023.1115258