Deep evidential learning for radiotherapy dose prediction.
Journal:
Computers in biology and medicine
Published Date:
Sep 23, 2024
Abstract
BACKGROUND: As we navigate towards integrating deep learning methods in the real clinic, a safety concern lies in whether and how the model can express its own uncertainty when making predictions. In this work, we present a novel application of an uncertainty-quantification framework called Deep Evidential Learning in the domain of radiotherapy dose prediction.