Revolutionizing radiation therapy: the role of AI in clinical practice

M Kawamura, T Kamomae, M Yanagawa… - Journal of radiation …, 2024 - academic.oup.com
This review provides an overview of the application of artificial intelligence (AI) in radiation
therapy (RT) from a radiation oncologist's perspective. Over the years, advances in …

[HTML][HTML] A review of the metrics used to assess auto-contouring systems in radiotherapy

K Mackay, D Bernstein, B Glocker, K Kamnitsas… - Clinical Oncology, 2023 - Elsevier
Auto-contouring could revolutionise future planning of radiotherapy treatment. The lack of
consensus on how to assess and validate auto-contouring systems currently limits clinical …

HaN‐Seg: The head and neck organ‐at‐risk CT and MR segmentation dataset

G Podobnik, P Strojan, P Peterlin, B Ibragimov… - Medical …, 2023 - Wiley Online Library
Purpose For the cancer in the head and neck (HaN), radiotherapy (RT) represents an
important treatment modality. Segmentation of organs‐at‐risk (OARs) is the starting point of …

Recent applications of artificial intelligence in radiotherapy: where we are and beyond

M Santoro, S Strolin, G Paolani, G Della Gala… - Applied Sciences, 2022 - mdpi.com
Featured Application Computational models based on artificial intelligence (AI) variants
have been developed and applied successfully in many areas, both inside and outside of …

[HTML][HTML] Machine learning for medical image translation: A systematic review

J McNaughton, J Fernandez, S Holdsworth, B Chong… - Bioengineering, 2023 - mdpi.com
Background: CT scans are often the first and only form of brain imaging that is performed to
inform treatment plans for neurological patients due to its time-and cost-effective nature …

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 …

[HTML][HTML] The use of MR-guided radiation therapy for head and neck cancer and recommended reporting guidance

BA McDonald, R Dal Bello, CD Fuller… - Seminars in radiation …, 2024 - Elsevier
Although magnetic resonance imaging (MRI) has become standard diagnostic workup for
head and neck malignancies and is currently recommended by most radiological societies …

Current state of artificial intelligence in clinical applications for head and neck MR imaging

N Fujima, K Kamagata, D Ueda, S Fujita… - … Resonance in Medical …, 2023 - jstage.jst.go.jp
Due primarily to the excellent soft tissue contrast depictions provided by MRI, the
widespread application of head and neck MRI in clinical practice serves to assess various …

Enhancing radiotherapy workflow for head and neck cancer with artificial intelligence: a systematic review

C Franzese, D Dei, N Lambri, MA Teriaca… - Journal of Personalized …, 2023 - mdpi.com
Background: Head and neck cancer (HNC) is characterized by complex-shaped tumors and
numerous organs at risk (OARs), inducing challenging radiotherapy (RT) planning …

General and custom deep learning autosegmentation models for organs in head and neck, abdomen, and male pelvis

A Amjad, J Xu, D Thill, C Lawton, W Hall… - Medical …, 2022 - Wiley Online Library
Purpose To reduce workload and inconsistencies in organ segmentation for radiation
treatment planning, we developed and evaluated general and custom autosegmentation …