Attention‐aware 3D U‐Net convolutional neural network for knowledge‐based planning 3D dose distribution prediction of head‐and‐neck cancer

PURPOSE: Deep learning–based knowledge‐based planning (KBP) methods have been introduced for radiotherapy dose distribution prediction to reduce the planning time and maintain consistent high‐quality plans. This paper presents a novel KBP model using an attention‐gating mechanism and a three‐dimensi...

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Detalles Bibliográficos
Autores principales: Osman, Alexander F. I., Tamam, Nissren M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Radiation Oncology Physics
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9278691/
https://www.ncbi.nlm.nih.gov/pubmed/35533234
http://dx.doi.org/10.1002/acm2.13630

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9278691/
https://www.ncbi.nlm.nih.gov/pubmed/35533234
http://dx.doi.org/10.1002/acm2.13630

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