Southern Tohoku Proton Therapy Center

Accurate dose prediction with deep learning technique in proton beam therapy (PBT) remains challenging due to steep dose gradients inherent to particle beams. Conventional models with pixel-wise loss functions yield over-smoothed predictions, and fixed dose g...