MR-based synthetic CT image for intensity-modulated proton treatment planning of nasopharyngeal carcinoma patients.

Acta oncologica (Stockholm, Sweden)(2022)

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摘要
The SCT images generated using GANs achieved clinical acceptable dosimetric accuracy for IMPT of NPC patients. Using advanced DCNN architecture design, such as residual connections and attention mechanism, SCT image quality was further improved and resulted in a small dosimetric improvement.
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关键词
Machine learning,deep learning,nasopharyngeal carcinoma,proton beam therapy
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