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 …

[HTML][HTML] Challenges and opportunities in the development and clinical implementation of artificial intelligence based synthetic computed tomography for magnetic …

F Villegas, R Dal Bello, E Alvarez-Andres… - Radiotherapy and …, 2024 - Elsevier
Synthetic computed tomography (sCT) generated from magnetic resonance imaging (MRI)
can serve as a substitute for planning CT in radiation therapy (RT), thereby removing …

Synthetic MRI Generation from CT Scans for Stroke Patients

J McNaughton, S Holdsworth, B Chong, J Fernandez… - …, 2023 - mdpi.com
CT scans are currently the most common imaging modality used for suspected stroke
patients due to their short acquisition time and wide availability. However, MRI offers …

A systematic literature review: deep learning techniques for synthetic medical image generation and their applications in radiotherapy

MK Sherwani, S Gopalakrishnan - Frontiers in Radiology, 2024 - frontiersin.org
The aim of this systematic review is to determine whether Deep Learning (DL) algorithms
can provide a clinically feasible alternative to classic algorithms for synthetic Computer …

Healthcare in the Era of Generative AI

N Labib, S Gharib - Industry 5.0 for Smart Healthcare …, 2024 - taylorfrancis.com
Recently, generative artificial intelligence (AI) has revolutionized many sectors and
industries, including healthcare. It is a type of AI technology that applies algorithms to …

sCT and Dose Calculation

E Alvarez-Andres, F Villegas, A Barateau… - A Practical Guide to MR …, 2024 - Springer
Magnetic resonance imaging (MRI) has recently established itself as a new standard in
radiatiotherapy, owing to its high soft tissue contrast enabling a significantly more accurate …

[HTML][HTML] Synthetic computed tomography for low-field magnetic resonance-only radiotherapy in head-and-neck cancer using residual vision transformers

ALG Saint-Esteven, R Dal Bello, M Lapaeva… - Physics and imaging in …, 2023 - Elsevier
Background and purpose Synthetic computed tomography (sCT) scans are necessary for
dose calculation in magnetic resonance (MR)-only radiotherapy. While deep learning (DL) …

[HTML][HTML] ESTRO 2023 survey on the use of synthetic computed tomography for magnetic resonance Imaging-only radiotherapy: Current status and future steps

M Fusella, EA Andres, F Villegas, L Milan… - Physics and Imaging in …, 2024 - Elsevier
Background and purpose The emergence of synthetic CT (sCT) in MR-guided radiotherapy
(MRgRT) represents a significant advancement, supporting MR-only workflows and online …