An introduction to deep learning in medical physics: advantages, potential, and challenges

C Shen, D Nguyen, Z Zhou, SB Jiang… - Physics in Medicine & …, 2020 - iopscience.iop.org
… intelligence, deep learning (DL) has attracted a lot of attention in the medical physics field
… First, we will provide an overview of the method to medical physics researchers interested in …

Introduction to machine and deep learning for medical physicists

S Cui, HH Tseng, J Pakela, RK Ten Haken… - Medical …, 2020 - Wiley Online Library
… the medical physicist as … medicine, it stands to reason that medical physicists are the most
appropriate member of the clinical team to lead this AI-driven digital revolution for the medical

[PDF][PDF] The role of machine and deep learning in modern medical physics

I El Naqa, S Das - 2020 - deepblue.lib.umich.edu
… It is our hope that this special issue will serve as a practical guide for medical physicists
interested in deploying machine/deep learning technologies in medicine, radiology, or radiation …

Artificial intelligence and the medical physicist: welcome to the machine

M Avanzo, A Trianni, F Botta, C Talamonti, M Stasi… - Applied Sciences, 2021 - mdpi.com
… Given the exponential growth of applications of AI, such as machine learning (ML) and
deep learning (DL) in all areas of medicine, which use ionizing radiation, ultrasounds, and …

Overview of deep learning in medical imaging

K Suzuki - Radiological physics and technology, 2017 - Springer
… area of deep learning in medical imaging is … learning before and after the introduction
of deep learning, (2) what is the source of the power of deep learning, (3) two major deep-learning

Deep nets vs expert designed features in medical physics: an IMRT QA case study

Y Interian, V Rideout, VP Kearney, E Gennatas… - Medical …, 2018 - Wiley Online Library
… To generate the fluence map images used for the deep learning analysis we created our
own fluence map calculator pipeline. In this fluence map calculator, we enhanced the possible …

Basic of machine learning and deep learning in imaging for medical physicists

L Manco, N Maffei, S Strolin, S Vichi, L Bottazzi… - Physica Medica, 2021 - Elsevier
deep learning) applied to medical imaging for Healthcare were identified. The number of
all identified papers per year increased as shown in Fig. 1 according to the inclusion/exclusion …

… European Federation of Organisations for Medical Physics (EFOMP) White Paper: Big data and deep learning in medical imaging and in relation to medical physics …

M Kortesniemi, V Tsapaki, A Trianni, P Russo, A Maas… - Physica Medica, 2018 - Elsevier
… Big data and deep learning will profoundly change various areas of professions and …
This will also happen in medicine and medical imaging in particular. As medical physicists, we …

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 unique …

Deep learning based unpaired image-to-image translation applications for medical physics: a systematic review

J Chen, S Chen, L Wee, A Dekker… - Physics in Medicine & …, 2023 - iopscience.iop.org
medical physicists and engineers to reproduce, test and apply the proposed algorithms in
practice. For that purpose, we review articles focusing on what is relevant for medical physics