Dose calculation via Transformers
This repository contains the code to calculate the dose deposited by a mono-energetic beam of protons, for arbitrary patient geometries and beam energies.
- GNU General Public License 3.0
- Copyright: Oscar Pastor-Serrano, TU Delft
Credits
If you like this repository, please click on Star!
If you use the code for your research, please consider citing:
Pastor-Serrano, O., & Perkó, Z. (2021). Learning the Physics of Particle Transport via Transformers. https://arxiv.org/abs/2109.03951
Pastor-Serrano, O., & Perkó, Z. (2022). Millisecond speed deep learning based proton dose calculation with Monte Carlo accuracy. https://doi.org/10.1088/1361-6560/ac692e
This project is supported by the following institutions:
- KWF Kanker Bestrijding
- Department of Radiation Science and Technology (TU Delft)
Requirements
- Tensorflow 2.5 or higher
- pymedphys
- tensorflow-addons