Deep-learning Method for the Prediction of Three-Dimensional Dose Distribution for Left Breast Cancer Conformal Radiation Therapy.

Journal: Clinical oncology (Royal College of Radiologists (Great Britain))
PMID: 37741713

Abstract

AIMS: An increase in the demand of a new generation of radiotherapy planning systems based on learning approaches has been reported. At this stage, the new approach is able to improve the planning speed while saving a reasonable level of plan quality, compared with available planning systems. We believe that new achievements, such as deep-learning models, will be able to review the issue from a different point of view.

Authors

  • M E Ravari
    Medical Physics Department, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran.
  • Sh Nasseri
    Medical Physics Department, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Medical Physics Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.
  • M Mohammadi
  • M Behmadi
    Cancer Research Center, Semnan University of Medical Sciences, Semnan, Iran; Medical Physics Department, Faculty of Medicine, Semnan University of Medical Sciences, Semnan, Iran.
  • S K Ghiasi-Shirazi
    Department of Computer Engineering, Ferdowsi University of Mashhad, Mashhad, Iran.
  • M Momennezhad
    Medical Physics Department, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Nuclear Medicine Research Center, Mashhad University of Medical Sciences, Mashhad, Iran. Electronic address: MomennezhadM@mums.ac.ir.

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