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 …
Automation in intensity modulated radiotherapy treatment planning—a review of recent innovations
Radiotherapy treatment planning of complex radiotherapy techniques, such as intensity
modulated radiotherapy and volumetric modulated arc therapy, is a resource-intensive …
modulated radiotherapy and volumetric modulated arc therapy, is a resource-intensive …
Artificial intelligence in radiation oncology: a specialty-wide disruptive transformation?
Artificial intelligence (AI) is emerging as a technology with the power to transform
established industries, and with applications from automated manufacturing to advertising …
established industries, and with applications from automated manufacturing to advertising …
Deep learning-based synthetic dose-weighted LET map generation for intensity modulated proton therapy
The advantage of proton therapy as compared to photon therapy stems from the Bragg peak
effect, which allows protons to deposit most of their energy directly at the tumor while sparing …
effect, which allows protons to deposit most of their energy directly at the tumor while sparing …
[HTML][HTML] Machine learning applications in radiation oncology
Abstract Machine learning technology has a growing impact on radiation oncology with an
increasing presence in research and industry. The prevalence of diverse data including 3D …
increasing presence in research and industry. The prevalence of diverse data including 3D …
Deep learning-based delineation of head and neck organs at risk: geometric and dosimetric evaluation
W van Rooij, M Dahele, HR Brandao… - International Journal of …, 2019 - Elsevier
Purpose Organ-at-risk (OAR) delineation is a key step in treatment planning but can be time
consuming, resource intensive, subject to variability, and dependent on anatomical …
consuming, resource intensive, subject to variability, and dependent on anatomical …
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 …
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 …
Template-based automation of treatment planning in advanced radiotherapy: a comprehensive dosimetric and clinical evaluation
Despite the recent advanced developments in radiation therapy planning, treatment
planning for head-neck and pelvic cancers remains challenging due to large concave target …
planning for head-neck and pelvic cancers remains challenging due to large concave target …
Reducing inter-and intra-planner variability in radiotherapy plan output with a commercial knowledge-based planning solution
A Scaggion, M Fusella, A Roggio, S Bacco, N Pivato… - Physica Medica, 2018 - Elsevier
Purpose This study measured to which extent RapidPlan can drive a reduction of the human-
caused variability in prostate cancer treatment planning. Methods Seventy clinical prostate …
caused variability in prostate cancer treatment planning. Methods Seventy clinical prostate …