Magnetic resonance-based synthetic computed tomography images generated using generative adversarial networks for nasopharyngeal carcinoma radiotherapy treatment planning.

Radiotherapy and Oncology(2020)

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摘要
•Synthetic CT images were generated from MR image using conditional GAN and cycle GAN.•Both GANs can achieve clinical acceptable dosimetric accuracy for NPC IMRT planning.•Conditional GAN is preferable if high-quality MR-CT image pairs were available.
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关键词
Synthetic CT,Nasopharyngeal carcinoma,MRI-only radiotherapy,Generative adversarial networks,Conditional GAN,Cycle GAN
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