Convolutional neural networks for head and neck tumor segmentation on 7-channel multiparametric MRI: a leave-one-out analysis

BACKGROUND: Automatic tumor segmentation based on Convolutional Neural Networks (CNNs) has shown to be a valuable tool in treatment planning and clinical decision making. We investigate the influence of 7 MRI input channels of a CNN with respect to the segmentation performance of head&neck cance...

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Detalles Bibliográficos
Autores principales: Bielak, Lars, Wiedenmann, Nicole, Berlin, Arnie, Nicolay, Nils Henrik, Gunashekar, Deepa Darshini, Hägele, Leonard, Lottner, Thomas, Grosu, Anca-Ligia, Bock, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7392704/
https://www.ncbi.nlm.nih.gov/pubmed/32727525
http://dx.doi.org/10.1186/s13014-020-01618-z

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7392704/
https://www.ncbi.nlm.nih.gov/pubmed/32727525
http://dx.doi.org/10.1186/s13014-020-01618-z

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