Deformable image registration for radiation therapy: principle, methods, applications and evaluation

B Rigaud, A Simon, J Castelli, C Lafond, O Acosta… - Acta …, 2019 - Taylor & Francis
Background: Deformable image registration (DIR) is increasingly used in the field of
radiation therapy (RT) to account for anatomical deformations. The aims of this paper are to …

Artificial general intelligence for radiation oncology

C Liu, Z Liu, J Holmes, L Zhang, L Zhang, Y Ding… - Meta-radiology, 2023 - Elsevier
The emergence of artificial general intelligence (AGI) is transforming radiation oncology. As
prominent vanguards of AGI, large language models (LLMs) such as GPT-4 and PaLM 2 can …

Deep‐learning based fast and accurate 3D CT deformable image registration in lung cancer

Y Ding, H Feng, Y Yang, J Holmes, Z Liu, D Liu… - Medical …, 2023 - Wiley Online Library
Abstract Background Deformable Image Registration (DIR) is an essential technique
required in many applications of radiation oncology. However, conventional DIR …

A systematic review on clinical adaptive radiotherapy for head and neck cancer

AM Lindegaard, K Håkansson, M Bernsdorf… - Acta …, 2023 - Taylor & Francis
Introduction Head and neck cancer (HNC) patients' anatomy may undergo significant
changes during radiotherapy (RT). This potentially affects dose distribution and …

Self-channel-and-spatial-attention neural network for automated multi-organ segmentation on head and neck CT images

S Gou, N Tong, S Qi, S Yang, R Chin… - Physics in Medicine & …, 2020 - iopscience.iop.org
Accurate segmentation of organs at risk (OARs) is necessary for adaptive head and neck
(H&N) cancer treatment planning, but manual delineation is tedious, slow, and inconsistent …

An adversarial machine learning framework and biomechanical model‐guided approach for computing 3D lung tissue elasticity from end‐expiration 3DCT

AP Santhanam, B Stiehl, M Lauria, K Hasse… - Medical …, 2021 - Wiley Online Library
Purpose Lung elastography aims at measuring the lung parenchymal tissue elasticity for
applications ranging from diagnostic purposes to biomechanically guided deformations …

Retrospective clinical evaluation of a decision-support software for adaptive radiotherapy of head and neck cancer patients

SAA Gros, AP Santhanam, AM Block, B Emami… - Frontiers in …, 2022 - frontiersin.org
Purpose This study aimed to evaluate the clinical need for an automated decision-support
software platform for adaptive radiation therapy (ART) of head and neck cancer (HNC) …

A novel surrogate to identify anatomical changes during radiotherapy of head and neck cancer patients

SAA Gros, W Xu, JC Roeske, M Choi, B Emami… - Medical …, 2017 - Wiley Online Library
Purpose To develop a novel method to monitor external anatomical changes in head and
neck cancer patients in order to triage possible adaptive radiotherapy needs. Methods The …

Construction of a biomechanical head and neck motion model as a guide to evaluation of deformable image registration

H Teske, K Bartelheimer, J Meis, R Bendl… - Physics in Medicine …, 2017 - iopscience.iop.org
The use of deformable image registration methods in the context of adaptive radiotherapy
leads to uncertainties in the simulation of the administered dose distributions during the …

Artificial intelligence in adaptive radiation therapy

Y Wang, B Cai, L Conroy, XS Qi - Artificial Intelligence in …, 2022 - iopscience.iop.org
Adaptive radiation therapy is a personalized treatment using a feedback process to account
for patient-specific anatomic, biological and/or functional changes during radiation therapy …