Deep learning in medical imaging and radiation therapy

B Sahiner, A Pezeshk, LM Hadjiiski, X Wang… - Medical …, 2019 - Wiley Online Library
The goals of this review paper on deep learning (DL) in medical imaging and radiation
therapy are to (a) summarize what has been achieved to date;(b) identify common and …

EANM/EARL harmonization strategies in PET quantification: from daily practice to multicentre oncological studies

N Aide, C Lasnon, P Veit-Haibach, T Sera… - European journal of …, 2017 - Springer
Quantitative positron emission tomography/computed tomography (PET/CT) can be used as
diagnostic or prognostic tools (ie single measurement) or for therapy monitoring (ie …

Magnetic resonance imaging versus computed tomography for Three‐Dimensional bone imaging of musculoskeletal pathologies: a review

MC Florkow, K Willemsen… - Journal of Magnetic …, 2022 - Wiley Online Library
Magnetic resonance imaging (MRI) is increasingly utilized as a radiation‐free alternative to
computed tomography (CT) for the diagnosis and treatment planning of musculoskeletal …

A review of deep-learning-based approaches for attenuation correction in positron emission tomography

JS Lee - IEEE Transactions on Radiation and Plasma Medical …, 2020 - ieeexplore.ieee.org
Attenuation correction (AC) is essential for the generation of artifact-free and quantitatively
accurate positron emission tomography (PET) images. PET AC based on computed …

Deep learning–based MR‐to‐CT synthesis: the influence of varying gradient echo–based MR images as input channels

MC Florkow, F Zijlstra, K Willemsen… - Magnetic resonance …, 2020 - Wiley Online Library
Purpose To study the influence of gradient echo–based contrasts as input channels to a 3D
patch‐based neural network trained for synthetic CT (sCT) generation in canine and human …

MR-only brain radiation therapy: dosimetric evaluation of synthetic CTs generated by a dilated convolutional neural network

AM Dinkla, JM Wolterink, M Maspero… - International Journal of …, 2018 - Elsevier
Purpose This work aims to facilitate a fast magnetic resonance (MR)-only workflow for
radiation therapy of intracranial tumors. Here, we evaluate whether synthetic computed …

Technical developments: zero echo time imaging of the shoulder: enhanced osseous detail by using MR imaging

RE Breighner, Y Endo, GP Konin, LV Gulotta, MF Koff… - Radiology, 2018 - pubs.rsna.org
Purpose To determine the intermodality agreement of morphologic grading and clinically
relevant quantitative measurements between computed tomography (CT) and zero echo …

Vision 20/20: magnetic resonance imaging‐guided attenuation correction in PET/MRI: challenges, solutions, and opportunities

A Mehranian, H Arabi, H Zaidi - Medical physics, 2016 - Wiley Online Library
Attenuation correction is an essential component of the long chain of data correction
techniques required to achieve the full potential of quantitative positron emission …

Clinical evaluation of zero-echo-time attenuation correction for brain 18F-FDG PET/MRI: comparison with atlas attenuation correction

T Sekine, EEGW Ter Voert, G Warnock… - Journal of Nuclear …, 2016 - Soc Nuclear Med
Accurate attenuation correction (AC) on PET/MR is still challenging. The purpose of this
study was to evaluate the clinical feasibility of AC based on fast zero-echo-time (ZTE) MRI by …

International EANM-SNMMI-ISMRM consensus recommendation for PET/MRI in oncology

P Veit-Haibach, H Ahlström, R Boellaard… - European journal of …, 2023 - Springer
Abstract Preamble The Society of Nuclear Medicine and Molecular Imaging (SNMMI) is an
international scientific and professional organization founded in 1954 to promote the …