4 papers · 1 filter
Angle-Dependent Dose Transformer Algorithm for Fast Proton Therapy Dose Calculations
Mikołaj Stryja, Danny Lathouwers, Zoltán Perkó
Monte Carlo (MC) dose engines are the gold standard for pencil beam scanning proton therapy, but their computational cost limits adaptive workflows and other tasks requiring repeat…
An AI dose engine for fast carbon ion treatment planning
Anastasiia Quarz, Angelica De Gregorio, Gaia Franciosini +7
Monte Carlo (MC) simulations provide gold-standard accuracy for carbon ion therapy dose calculations but are computationally intensive. Analytical pencil beam algorithms offer spee…
Probabilistic Proton Treatment Planning: a novel approach for optimizing underdosage and overdosage probabilities of target and organ structures
Jelte R. de Jong, Sebastiaan Breedveld, Steven J. M. Habraken +3
Treatment planning uncertainties are typically managed using margin-based or robust optimization. Margin-based methods expand the clinical target volume (CTV) to a planning target…
A deep learning model for inter-fraction head and neck anatomical changes
Tiberiu Burlacu, Mischa Hoogeman, Danny Lathouwers +1
Objective: To assess the performance of a probabilistic deep learning based algorithm for predicting inter-fraction anatomical changes in head and neck patients. Approach: A probab…