Technical Note: Dose prediction for radiation therapy using feature-based losses and One Cycle Learning.

Journal: Medical physics
Published Date:

Abstract

PURPOSE: To present the technical details of the runner-up model in the open knowledge-based planning (OpenKBP) challenge for the dose-volume histogram (DVH) stream. The model was designed to ensure simple and reproducible training, without the necessity of costly advanced generative adversarial network (GAN) techniques.

Authors

  • Lukas Zimmermann
    Department of Radiation Oncology, Medical University of Vienna, Vienna, Austria.
  • Erik Faustmann
    Technical University of Vienna, Vienna, Austria.
  • Christian Ramsl
    Technical University of Vienna, Vienna, Austria.
  • Dietmar Georg
    Department of Radiation Oncology, Medical University of Vienna, Vienna, Austria.
  • Gerd Heilemann
    Department of Radiation Oncology, Medical University of Vienna, Vienna, Austria.