Deep learning vs. atlas-based models for fast auto-segmentation of the masticatory muscles on head and neck CT images.

Wen ChenYimin LiBrandon A DyerXue FengShyam RaoStanley H BenedictQuan ChenYi Rong

Published in: Radiation oncology (London, England) (2020)

DLAS auto-segmentation of masticatory muscles for the head and neck radiotherapy had improved segmentation accuracy compared with ABAS with no qualitative difference in dosimetric endpoints compared to manually segmented contours.

Keyphrases

deep learning
convolutional neural network
artificial intelligence
radiation therapy
machine learning
early stage
computed tomography
systematic review
single cell
image quality
contrast enhanced
squamous cell carcinoma
rectal cancer