[HTML][HTML] Overview of artificial intelligence-based applications in radiotherapy: Recommendations for implementation and quality assurance
L Vandewinckele, M Claessens, A Dinkla… - Radiotherapy and …, 2020 - Elsevier
Artificial Intelligence (AI) is currently being introduced into different domains, including
medicine. Specifically in radiation oncology, machine learning models allow automation and …
medicine. Specifically in radiation oncology, machine learning models allow automation and …
Radiation oncology in the era of precision medicine
Technological advances and clinical research over the past few decades have given
radiation oncologists the capability to personalize treatments for accurate delivery of …
radiation oncologists the capability to personalize treatments for accurate delivery of …
A feasibility study for predicting optimal radiation therapy dose distributions of prostate cancer patients from patient anatomy using deep learning
With the advancement of treatment modalities in radiation therapy for cancer patients,
outcomes have improved, but at the cost of increased treatment plan complexity and …
outcomes have improved, but at the cost of increased treatment plan complexity and …
3D radiotherapy dose prediction on head and neck cancer patients with a hierarchically densely connected U-net deep learning architecture
The treatment planning process for patients with head and neck (H&N) cancer is regarded
as one of the most complicated due to large target volume, multiple prescription dose levels …
as one of the most complicated due to large target volume, multiple prescription dose levels …
Evaluation of a knowledge-based planning solution for head and neck cancer
JP Tol, AR Delaney, M Dahele, BJ Slotman… - International Journal of …, 2015 - Elsevier
Purpose Automated and knowledge-based planning techniques aim to reduce variations in
plan quality. RapidPlan uses a library consisting of different patient plans to make a model …
plan quality. RapidPlan uses a library consisting of different patient plans to make a model …
Three‐dimensional dose prediction for lung IMRT patients with deep neural networks: robust learning from heterogeneous beam configurations
AM Barragán‐Montero, D Nguyen, W Lu… - Medical …, 2019 - Wiley Online Library
Purpose The use of neural networks to directly predict three‐dimensional dose distributions
for automatic planning is becoming popular. However, the existing methods use only patient …
for automatic planning is becoming popular. However, the existing methods use only patient …
Artificial intelligence in radiotherapy
G Li, X Wu, X Ma - Seminars in Cancer Biology, 2022 - Elsevier
Radiotherapy is a discipline closely integrated with computer science. Artificial intelligence
(AI) has developed rapidly over the past few years. With the explosive growth of medical big …
(AI) has developed rapidly over the past few years. With the explosive growth of medical big …
Automated contouring and planning in radiation therapy: what is 'clinically acceptable'?
Developers and users of artificial-intelligence-based tools for automatic contouring and
treatment planning in radiotherapy are expected to assess clinical acceptability of these …
treatment planning in radiotherapy are expected to assess clinical acceptability of these …
Including robustness in multi-criteria optimization for intensity-modulated proton therapy
W Chen, J Unkelbach, A Trofimov… - Physics in Medicine …, 2012 - iopscience.iop.org
We present a method to include robustness in a multi-criteria optimization (MCO) framework
for intensity-modulated proton therapy (IMPT). The approach allows one to simultaneously …
for intensity-modulated proton therapy (IMPT). The approach allows one to simultaneously …
Online adaptive planning methods for intensity-modulated radiotherapy
Z Qiu, S Olberg, D den Hertog, A Ajdari… - Physics in Medicine …, 2023 - iopscience.iop.org
Online adaptive radiation therapy aims at adapting a patient's treatment plan to their current
anatomy to account for inter-fraction variations before daily treatment delivery. As this …
anatomy to account for inter-fraction variations before daily treatment delivery. As this …