Knowledge‐based planning for intensity‐modulated radiation therapy: a review of data‐driven approaches
Y Ge, QJ Wu - Medical physics, 2019 - Wiley Online Library
Purpose Intensity‐Modulated Radiation Therapy (IMRT), including its variations (including
IMRT, Volumetric Arc Therapy (VMAT), and Tomotherapy), is a widely used and critically …
IMRT, Volumetric Arc Therapy (VMAT), and Tomotherapy), is a widely used and critically …
Knowledge‐based radiation treatment planning: a data‐driven method survey
This paper surveys the data‐driven dose prediction methods investigated for knowledge‐
based planning (KBP) in the last decade. These methods were classified into two major …
based planning (KBP) in the last decade. These methods were classified into two major …
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 …
A feasibility study on an automated method to generate patient‐specific dose distributions for radiotherapy using deep learning
X Chen, K Men, Y Li, J Yi, J Dai - Medical physics, 2019 - Wiley Online Library
Purpose To develop a method for predicting optimal dose distributions, given the planning
image and segmented anatomy, by applying deep learning techniques to a database of …
image and segmented anatomy, by applying deep learning techniques to a database of …
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 …
On the pre-clinical validation of a commercial model-based optimisation engine: application to volumetric modulated arc therapy for patients with lung or prostate …
A Fogliata, F Belosi, A Clivio, P Navarria… - Radiotherapy and …, 2014 - Elsevier
Purpose To evaluate the performance of a model-based optimisation process for volumetric
modulated arc therapy applied to advanced lung cancer and to low risk prostate carcinoma …
modulated arc therapy applied to advanced lung cancer and to low risk prostate carcinoma …
A transformer-embedded multi-task model for dose distribution prediction
Radiation therapy is a fundamental cancer treatment in the clinic. However, to satisfy the
clinical requirements, radiologists have to iteratively adjust the radiotherapy plan based on …
clinical requirements, radiologists have to iteratively adjust the radiotherapy plan based on …
Automatic planning of head and neck treatment plans
Treatment planning is time‐consuming and the outcome depends on the person performing
the optimization. A system that automates treatment planning could potentially reduce the …
the optimization. A system that automates treatment planning could potentially reduce the …
A cascade 3D U‐Net for dose prediction in radiotherapy
Purpose Although large datasets are available, to learn a robust dose prediction model from
a limited dataset still remains challenging. This work employed cascaded deep learning …
a limited dataset still remains challenging. This work employed cascaded deep learning …