Auto‐segmentation of organs at risk for head and neck radiotherapy planning: from atlas‐based to deep learning methods
T Vrtovec, D Močnik, P Strojan, F Pernuš… - Medical …, 2020 - Wiley Online Library
Radiotherapy (RT) is one of the basic treatment modalities for cancer of the head and neck
(H&N), which requires a precise spatial description of the target volumes and organs at risk …
(H&N), which requires a precise spatial description of the target volumes and organs at risk …
The future of MRI in radiation therapy: Challenges and opportunities for the MR community
RJ Goodburn, MEP Philippens… - Magnetic resonance …, 2022 - Wiley Online Library
Radiation therapy is a major component of cancer treatment pathways worldwide. The main
aim of this treatment is to achieve tumor control through the delivery of ionizing radiation …
aim of this treatment is to achieve tumor control through the delivery of ionizing radiation …
[HTML][HTML] Improving automatic delineation for head and neck organs at risk by Deep Learning Contouring
LV Van Dijk, L Van den Bosch, P Aljabar… - Radiotherapy and …, 2020 - Elsevier
Introduction Adequate head and neck (HN) organ-at-risk (OAR) delineation is crucial for HN
radiotherapy and for investigating the relationships between radiation dose to OARs and …
radiotherapy and for investigating the relationships between radiation dose to OARs and …
[HTML][HTML] Generating synthetic computed tomography for radiotherapy: SynthRAD2023 challenge report
Radiation therapy plays a crucial role in cancer treatment, necessitating precise delivery of
radiation to tumors while sparing healthy tissues over multiple days. Computed tomography …
radiation to tumors while sparing healthy tissues over multiple days. Computed tomography …
Deep learning vs. atlas-based models for fast auto-segmentation of the masticatory muscles on head and neck CT images
W Chen, Y Li, BA Dyer, X Feng, S Rao, SH Benedict… - Radiation …, 2020 - Springer
Background Impaired function of masticatory muscles will lead to trismus. Routine
delineation of these muscles during planning may improve dose tracking and facilitate dose …
delineation of these muscles during planning may improve dose tracking and facilitate dose …
Shape constrained fully convolutional DenseNet with adversarial training for multiorgan segmentation on head and neck CT and low‐field MR images
Purpose Image‐guided radiotherapy provides images not only for patient positioning but
also for online adaptive radiotherapy. Accurate delineation of organs‐at‐risk (OAR s) on …
also for online adaptive radiotherapy. Accurate delineation of organs‐at‐risk (OAR s) on …
[HTML][HTML] External validation of deep learning-based contouring of head and neck organs at risk
EJL Brunenberg, IK Steinseifer… - Physics and imaging in …, 2020 - Elsevier
Background and purpose Head and neck (HN) radiotherapy can benefit from automatic
delineation of tumor and surrounding organs because of the complex anatomy and the …
delineation of tumor and surrounding organs because of the complex anatomy and the …
Cascaded deep learning‐based auto‐segmentation for head and neck cancer patients: organs at risk on T2‐weighted magnetic resonance imaging
Purpose To investigate multiple deep learning methods for automated segmentation (auto‐
segmentation) of the parotid glands, submandibular glands, and level II and level III lymph …
segmentation) of the parotid glands, submandibular glands, and level II and level III lymph …
Cross‐modality deep learning: contouring of MRI data from annotated CT data only
JP Kieselmann, CD Fuller… - Medical …, 2021 - Wiley Online Library
Purpose Online adaptive radiotherapy would greatly benefit from the development of
reliable auto‐segmentation algorithms for organs‐at‐risk and radiation targets. Current …
reliable auto‐segmentation algorithms for organs‐at‐risk and radiation targets. Current …
Deep learning algorithm performance in contouring head and neck organs at risk: a systematic review and single-arm meta-analysis
P Liu, Y Sun, X Zhao, Y Yan - BioMedical Engineering OnLine, 2023 - Springer
Purpose The contouring of organs at risk (OARs) in head and neck cancer radiation
treatment planning is a crucial, yet repetitive and time-consuming process. Recent studies …
treatment planning is a crucial, yet repetitive and time-consuming process. Recent studies …