Automated treatment planning for proton pencil beam scanning using deep learning dose prediction and dose-mimicking optimization.

Dominic MaesMats HolmstromRasmus HelanderJatinder SainiChristine FangStephen R Bowen

Published in: Journal of applied clinical medical physics (2023)

ML-based automated treatment plan optimization using the 3D U-Net model can generate treatment plans of similar clinical quality compared to human-driven optimization.

Keyphrases

deep learning
machine learning
high throughput
mass spectrometry
quality improvement
convolutional neural network
pluripotent stem cells
electron microscopy