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Automatic detection and recognition of nasopharynx gross tumour volume (GTVnx) by deep learning for nasopharyngeal cancer radiotherapy through magnetic resonance imaging

BACKGROUND: In this study, we propose the deep learning model-based framework to automatically delineate nasopharynx gross tumor volume (GTVnx) in MRI images. METHODS: MRI images from 200 patients were collected for training-validation and testing set. Three popular deep learning models (FCN, U-Net,...

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Detalles Bibliográficos
Autores principales: Wang, Yandan, Chen, Hehe, Lin, Jie, Dong, Shi, Zhang, Wenyi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10165804/
https://www.ncbi.nlm.nih.gov/pubmed/37158943
http://dx.doi.org/10.1186/s13014-023-02260-1