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Attention 3D U-NET for dose distribution prediction of high-dose-rate brachytherapy of cervical cancer: Direction modulated brachytherapy tandem applicator.

Suman GautamAlexander F I OsmanDylan RichesonSomayeh GholamiBinod ManandharSharmin AlamWilliam Y Song
Published in: Medical physics (2024)
Attention gated 3D-UNET model demonstrated a capability in predicting voxel-wise dose prediction, in comparison to 3D UNET, for DMBT intracavitary brachytherapy planning. The proposed model could be used to obtain dose distributions for near real-time decision-making before DMBT planning and quality assurance. This will guide future automated planning, making the workflow more efficient and clinically viable.
Keyphrases
  • high dose
  • stem cell transplantation
  • low dose
  • decision making
  • working memory
  • radiation therapy
  • locally advanced
  • deep learning
  • high throughput
  • current status
  • single cell