Dose-PlanNet: Physics Based Radiotherapy Dose Prediction with Deep Learning

arXiv:2608.26901 · physics.med-ph, cs.CV, cs.LG · Submitted 2026-08-27 · Read on arXiv

physics.med-ph, cs.CV, cs.LG

Submitted: 2026-08-27

Updated: 2026-08-27

Terminology

• Stereotactic Body Radiation Therapy Arm — 11× in this paper
• Dose-Volume Histogram — 9× in this paper
• Simultaneous Integrated Boost — 8× in this paper
• Embeddings — 6× in this paper · explained in 2 episodes
• Loss Function — 6× in this paper · explained in 2 episodes
• Regularization — 6× in this paper · explained in 3 episodes
• Mean Squared Error — 5× in this paper
• Treatment Planning System — 4× in this paper
• Ablation — 3× in this paper · explained in 1 episode
• Ablation study — 3× in this paper · explained in 1 episode
• Adam — 3× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Fidelity — 3× in this paper · explained in 2 episodes
• Homogeneity — 3× in this paper · explained in 2 episodes
• U-net architecture — 3× in this paper · explained in 3 episodes
• Activation Function — 2× in this paper · explained in 1 episode
• Generalization — 2× in this paper · explained in 13 episodes
• Intensity-Modulated Radiation Therapy — 2× in this paper
• International Commission on Radiation Units and Measurements — 2× in this paper
• AdamW Optimizer — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Boltzmann Equation — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• External Validation — 1× in this paper · explained in 2 episodes
• Generative Adversarial Networks (GANs) — 1× in this paper · explained in 3 episodes
• Gradient Flow — 1× in this paper · explained in 2 episodes
• Mean Absolute Error — 1× in this paper
• Objective Function — 1× in this paper · explained in 2 episodes
• Physical Constraints — 1× in this paper · explained in 7 episodes
• Trace — 1× in this paper · explained in 2 episodes
• nnU-Net — 1× in this paper · explained in 2 episodes

Sources

• Physics-Guided Radiotherapy Treatment Planning with Deep Learning
• MONAI: An open-source framework for deep learning in healthcare

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