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

Abstract 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,...

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Váldodahkkit: Yandan Wang, Hehe Chen, Jie Lin, Shi Dong, Wenyi Zhang
Materiálatiipa: Artihkal
Giella:English
Almmustuhtton: BMC 2023-05-01
Ráidu:Radiation Oncology
Fáttát:
Liŋkkat:https://doi.org/10.1186/s13014-023-02260-1