A cascade transformer-based model for 3D dose distribution prediction in head and neck cancer radiotherapy

T Gheshlaghi, S Nabavi, S Shirzadikia… - Physics in Medicine …, 2024 - iopscience.iop.org
Objective. Radiation therapy is one of the primary methods used to treat cancer in the clinic.
Its goal is to deliver a precise dose to the planning target volume while protecting the …

Three-dimensional dose prediction based on deep convolutional neural networks for brain cancer in CyberKnife: accurate beam modelling of homogeneous tissue

Y Miao, R Ge, C Xie, X Dai, Y Liu, B Qu, X Li… - BJR| Open, 2024 - academic.oup.com
Objectives Accurate beam modelling is essential for dose calculation in stereotactic
radiation therapy (SRT), such as CyberKnife treatment. However, the present deep learning …

Automating Dose Prediction in Radiation Treatment Planning Using Self-attention-Based Dense Generative Adversarial Network

V Aparna, KV Hridika, PS Nair, LP Chandran… - Congress on Intelligent …, 2023 - Springer
Radiation treatment being a crucial step in cancer treatment, accurate radiation treatment
planning is extremely important to reduce the effect of radiation on Organs-At-Risk (OAR). In …