Volumetric modulated arc therapy dose prediction and deliverable treatment plan generation for prostate cancer patients using a densely connected deep learning model
Highlights • Deep learning resulted in excellent VMAT dose predictions for prostate cancer.• The network was trained on image triplets, outperforming 2D based dose predictions.• A novel workflow to convert predictions into deliverable plans was implemented.
Paper
Full text
Volumetric modulated arc therapy dose prediction and deliverable treatment plan generation for prostate cancer patients using a densely connected deep learning model
Semantic Scholar · Medicine · 2021
Abstract
Highlights
- Deep learning resulted in excellent VMAT dose predictions for prostate cancer.
- The network was trained on image triplets, outperforming 2D based dose predictions.
- A novel workflow to convert predictions into deliverable plans was implemented.