Artificial intelligence in radiation therapy
Artificial intelligence (AI) has great potential to transform the clinical workflow of
radiotherapy. Since the introduction of deep neural networks (DNNs), many AI-based …
radiotherapy. Since the introduction of deep neural networks (DNNs), many AI-based …
Dose prediction for cervical cancer VMAT patients with a full-scale 3D-cGAN-based model and the comparison of different input data on the prediction results
G Zhang, Z Jiang, J Zhu, L Wang - Radiation Oncology, 2022 - Springer
Cervical cancer is the second most common female malignant tumor in the world [1], for
which radiotherapy is currently one of the main treatment methods. Related surveys show …
which radiotherapy is currently one of the main treatment methods. Related surveys show …
Knowledge-based planning for robustly optimized intensity-modulated proton therapy of head and neck cancer patients
Y Xu, J Cyriac, M De Ornelas, E Bossart… - Frontiers in …, 2021 - frontiersin.org
Purpose To assess the performance of a proton-specific knowledge-based planning (KBP)
model in the creation of robustly optimized intensity-modulated proton therapy (IMPT) plans …
model in the creation of robustly optimized intensity-modulated proton therapy (IMPT) plans …
Assessment of knowledge-based planning for prostate intensity modulated proton therapy
Y Xu, N Brovold, J Cyriac, E Bossart… - … journal of particle …, 2021 - meridian.allenpress.com
Purpose To assess the performance of a proton-specific knowledge based planning (KBPP)
model in creation of robustly optimized intensity-modulated proton therapy (IMPT) plans for …
model in creation of robustly optimized intensity-modulated proton therapy (IMPT) plans for …
Clinical iterative model development improves knowledge-based plan quality for high-risk prostate cancer with four integrated dose levels
JA Hundvin, K Fjellanger, HES Pettersen… - Acta …, 2021 - Taylor & Francis
Background Manual volumetric modulated arc therapy (VMAT) treatment planning for high-
risk prostate cancer receiving whole pelvic radiotherapy (WPRT) with four integrated dose …
risk prostate cancer receiving whole pelvic radiotherapy (WPRT) with four integrated dose …
[HTML][HTML] On the necessity of specialized knowledge-based models for SBRT prostate treatments plans
A Scaggion, S Cavinato, F Dusi, B El Khouzai, F Guida… - Physica Medica, 2024 - Elsevier
Purpose Test whether a well-grounded KBP model trained on moderately hypo-fractionated
prostate treatments can be used to satisfactorily drive the optimization of SBRT prostate …
prostate treatments can be used to satisfactorily drive the optimization of SBRT prostate …
Effects of model size and composition on quality of head‐and‐neck knowledge‐based plans
Purpose Knowledge‐based planning (KBP) aims to automate and standardize treatment
planning. New KBP users are faced with many questions: How much does model size …
planning. New KBP users are faced with many questions: How much does model size …
Evaluation of template based planning using multi-criteria optimization treatment planning for right-sided breast cancer: Preliminary study
IP Putri, AD Handika, AW Handoko, S Hunou… - AIP Conference …, 2024 - pubs.aip.org
This study aimed to evaluate the quality and efficacy of the template-based plan (TBP)
compared with the manual plan for right-sided breast cancer using intensity modulated …
compared with the manual plan for right-sided breast cancer using intensity modulated …
RapidPlan models for prostate radiotherapy treatment planning with 10-MV photon beams
F Pupillo, MA Piliero, M Casiraghi, L Bellesi… - … of Radiotherapy in …, 2023 - cambridge.org
Introduction: The RapidPlan is a radiotherapy planning tool that uses a dataset of approved
plans to predict the dose distribution and automatically generates the dose–volume …
plans to predict the dose distribution and automatically generates the dose–volume …
[PDF][PDF] Image Guided Adaptive Therapy Strategies for Robustly Optimized Intensity Modulated Proton Therapy
Y Xu - 2023 - scholarship.miami.edu
Intensity modulated proton therapy (IMPT) allows for better normal tissue sparing as
compared to photon-based therapy. At the cost of high dose conformity, IMPT is very …
compared to photon-based therapy. At the cost of high dose conformity, IMPT is very …