Purpose Intensity‐Modulated Radiation Therapy (IMRT), including its variations (including
IMRT, Volumetric Arc Therapy (VMAT), and Tomotherapy), is a widely used and critically …

Radiotherapy treatment planning of complex radiotherapy techniques, such as intensity
modulated radiotherapy and volumetric modulated arc therapy, is a resource-intensive …

Purpose To develop an automated treatment planning strategy for external beam intensity‐
modulated radiation therapy (IMRT), including a deep learning‐based three‐dimensional …

Machine learning approaches to problem-solving are growing rapidly within healthcare, and
radiation oncology is no exception. With the burgeoning interest in machine learning comes …

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 …

Background Treatment plans for head and neck (H&N) cancer are highly complex due to
multiple dose prescription levels and numerous organs at risk (OARs) close to the target …

Purpose The purpose of this study was to automatically generate radiation therapy plans for
oropharynx patients by combining knowledge‐based planning (KBP) predictions with an …

Background To evaluate a knowledge based planning model for RapidPlan (RP) generated
for advanced head and neck cancer (HNC) patient treatments, as well its ability to possibly …

Varian Ethos, a new treatment platform, is capable of automatically generating treatment
plans for initial planning and for online, adaptive planning, using an intelligent optimization …

Purpose To determine if the performance of a knowledge based RapidPlan (RP) planning
model could be improved with an iterative learning process, ie if plans generated by an RP …