A review of deep learning applications in lung ultrasound imaging of COVID-19 patients

L Zhao, MAL Bell - BME frontiers, 2022 - spj.science.org
The massive and continuous spread of COVID-19 has motivated researchers around the
world to intensely explore, understand, and develop new techniques for diagnosis and …

[HTML][HTML] Deep-learning based detection of COVID-19 using lung ultrasound imagery

J Diaz-Escobar, NE Ordonez-Guillen… - Plos one, 2021 - journals.plos.org
Background The COVID-19 pandemic has exposed the vulnerability of healthcare services
worldwide, especially in underdeveloped countries. There is a clear need to develop novel …

Review of machine learning in lung ultrasound in COVID-19 pandemic

J Wang, X Yang, B Zhou, JJ Sohn, J Zhou, JT Jacob… - Journal of …, 2022 - mdpi.com
Ultrasound imaging of the lung has played an important role in managing patients with
COVID-19–associated pneumonia and acute respiratory distress syndrome (ARDS). During …

POCOVID-Net: automatic detection of COVID-19 from a new lung ultrasound imaging dataset (POCUS)

J Born, G Brändle, M Cossio, M Disdier… - arXiv preprint arXiv …, 2020 - arxiv.org
With the rapid development of COVID-19 into a global pandemic, there is an ever more
urgent need for cheap, fast and reliable tools that can assist physicians in diagnosing …

Deep learning for classification and localization of COVID-19 markers in point-of-care lung ultrasound

S Roy, W Menapace, S Oei, B Luijten… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Deep learning (DL) has proved successful in medical imaging and, in the wake of the recent
COVID-19 pandemic, some works have started to investigate DL-based solutions for the …

Deep learning applied to lung ultrasound videos for scoring COVID-19 patients: A multicenter study

F Mento, T Perrone, A Fiengo, A Smargiassi… - The Journal of the …, 2021 - pubs.aip.org
In the current pandemic, lung ultrasound (LUS) played a useful role in evaluating patients
affected by COVID-19. However, LUS remains limited to the visual inspection of ultrasound …

Sonographic diagnosis of COVID-19: A review of image processing for lung ultrasound

C McDermott, M Łącki, B Sainsbury, J Henry… - Frontiers in big …, 2021 - frontiersin.org
The sustained increase in new cases of COVID-19 across the world and potential for
subsequent outbreaks call for new tools to assist health professionals with early diagnosis …

COVIDx-US--An open-access benchmark dataset of ultrasound imaging data for AI-driven COVID-19 analytics

A Ebadi, P Xi, A MacLean, S Tremblay, S Kohli… - arXiv preprint arXiv …, 2021 - arxiv.org
The COVID-19 pandemic continues to have a devastating effect on the health and well-
being of the global population. Apart from the global health crises, the pandemic has also …

[HTML][HTML] Automated detection of pneumonia in lung ultrasound using deep video classification for COVID-19

SE Ebadi, D Krishnaswamy, SES Bolouri… - Informatics in Medicine …, 2021 - Elsevier
There is a crucial need for quick testing and diagnosis of patients during the COVID-19
pandemic. Lung ultrasound is an imaging modality that is cost-effective, widely accessible …

Deep learning techniques for COVID-19 diagnosis and prognosis based on radiological imaging

R Hertel, R Benlamri - ACM Computing Surveys, 2023 - dl.acm.org
This literature review summarizes the current deep learning methods developed by the
medical imaging AI research community that have been focused on resolving lung imaging …