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Hippocampus segmentation in CT using deep learning: impact of MR versus CT-based training contours

Purpose: Hippocampus contouring for radiotherapy planning is performed on MR image data due to poor anatomical visibility on computed tomography (CT) data. Deep learning methods for direct CT hippocampus auto-segmentation exist, but use MR-based training contours. We investigate if these can be repl...

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Detalles Bibliográficos
Autores principales: Hänsch, Annika, Hendrik Moltz, Jan, Geisler, Benjamin, Engel, Christiane, Klein, Jan, Genghi, Angelo, Schreier, Jan, Morgas, Tomasz, Haas, Benjamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7656855/
https://www.ncbi.nlm.nih.gov/pubmed/33195733
http://dx.doi.org/10.1117/1.JMI.7.6.064001