A review of deep learning based methods for medical image multi-organ segmentation

Y Fu, Y Lei, T Wang, WJ Curran, T Liu, X Yang - Physica Medica, 2021 - Elsevier
Deep learning has revolutionized image processing and achieved the-state-of-art
performance in many medical image segmentation tasks. Many deep learning-based …

[HTML][HTML] Technical design and concept of a 0.35 T MR-Linac

S Klüter - Clinical and translational radiation oncology, 2019 - Elsevier
The integration of magnetic resonance (MR) imaging and linear accelerators into hybrid
treatment systems has made MR-guided radiation therapy a clinical reality. This work …

Practical clinical workflows for online and offline adaptive radiation therapy

OL Green, LE Henke, GD Hugo - Seminars in radiation oncology, 2019 - Elsevier
Adaptive radiotherapy emerged over 20 years ago and is now an established clinical
practice in a number of organ sites. No one solution for adaptive therapy exists. Rather …

[HTML][HTML] Clinical implementation of magnetic resonance imaging guided adaptive radiotherapy for localized prostate cancer

SU Tetar, AME Bruynzeel, FJ Lagerwaard… - Physics and imaging in …, 2019 - Elsevier
Background and purpose Magnetic resonance-guided radiation therapy (MRgRT) has
recently become available in clinical practice and is expected to expand significantly in …

A novel MRI segmentation method using CNN‐based correction network for MRI‐guided adaptive radiotherapy

Y Fu, TR Mazur, X Wu, S Liu, X Chang, Y Lu… - Medical …, 2018 - Wiley Online Library
Purpose The purpose of this study was to expedite the contouring process for MRI‐guided
adaptive radiotherapy (MR‐IGART), a convolutional neural network (CNN) deep‐learning …

Artificial Intelligence in magnetic Resonance guided Radiotherapy: Medical and physical considerations on state of art and future perspectives

D Cusumano, L Boldrini, J Dhont, C Fiorino, O Green… - Physica medica, 2021 - Elsevier
Over the last years, technological innovation in Radiotherapy (RT) led to the introduction of
Magnetic Resonance-guided RT (MRgRT) systems. Due to the higher soft tissue contrast …

Online adaptive magnetic resonance guided radiotherapy for pancreatic cancer: state of the art, pearls and pitfalls

L Boldrini, D Cusumano, F Cellini, L Azario… - Radiation …, 2019 - Springer
Background Different studies have proved in recent years that hypofractionated radiotherapy
(RT) improves overall survival of patients affected by locally advanced, unresectable …

Magnetic resonance‐guided radiation therapy: a review

S Chin, CL Eccles, A McWilliam… - Journal of medical …, 2020 - Wiley Online Library
Magnetic resonance‐guided radiation therapy (MRgRT) is a promising approach to
improving clinical outcomes for patients treated with radiation therapy. The roles of image …

Patient‐specific transfer learning for auto‐segmentation in adaptive 0.35 T MRgRT of prostate cancer: a bi‐centric evaluation

M Kawula, I Hadi, L Nierer, M Vagni… - Medical …, 2023 - Wiley Online Library
Background Online adaptive radiation therapy (RT) using hybrid magnetic resonance linear
accelerators (MR‐Linacs) can administer a tailored radiation dose at each treatment fraction …

History of technological advancements towards MR-Linac: the future of image-guided radiotherapy

N Rammohan, JW Randall, P Yadav - Journal of Clinical Medicine, 2022 - mdpi.com
Image-guided radiotherapy (IGRT) enables optimal tumor targeting and sparing of organs-at-
risk, which ultimately results in improved outcomes for patients. Magnetic resonance …