[HTML][HTML] Explainable artificial intelligence (XAI) in deep learning-based medical image analysis

BHM Van der Velden, HJ Kuijf, KGA Gilhuijs… - Medical Image …, 2022 - Elsevier
With an increase in deep learning-based methods, the call for explainability of such methods
grows, especially in high-stakes decision making areas such as medical image analysis …

[HTML][HTML] Is there a role for lung ultrasound during the COVID‐19 pandemic?

G Soldati, A Smargiassi, R Inchingolo… - Journal of Ultrasound …, 2020 - ncbi.nlm.nih.gov
Lung ultrasound (LUS) has evolved considerably over the last years with respect to its
theoretical and operative aspects. Consequently, its clinical application has come to be …

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 …

[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 …

The role of artificial intelligence in fighting the COVID-19 pandemic

F Piccialli, VS Di Cola, F Giampaolo… - Information Systems …, 2021 - Springer
The first few months of 2020 have profoundly changed the way we live our lives and carry
out our daily activities. Although the widespread use of futuristic robotaxis and self-driving …

[HTML][HTML] Accelerating detection of lung pathologies with explainable ultrasound image analysis

J Born, N Wiedemann, M Cossio, C Buhre, G Brändle… - Applied Sciences, 2021 - mdpi.com
Care during the COVID-19 pandemic hinges upon the existence of fast, safe, and highly
sensitive diagnostic tools. Considering significant practical advantages of lung ultrasound …

Deep learning and lung ultrasound for Covid-19 pneumonia detection and severity classification

M La Salvia, G Secco, E Torti, G Florimbi… - Computers in biology …, 2021 - Elsevier
Abstract The Covid-19 European outbreak in February 2020 has challenged the world's
health systems, eliciting an urgent need for effective and highly reliable diagnostic …

Automated lung ultrasound B-line assessment using a deep learning algorithm

C Baloescu, G Toporek, S Kim… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Shortness of breath is a major reason that patients present to the emergency department
(ED) and point-of-care ultrasound (POCUS) has been shown to aid in diagnosis, particularly …

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 …

On the role of artificial intelligence in medical imaging of COVID-19

J Born, D Beymer, D Rajan, A Coy, VV Mukherjee… - Patterns, 2021 - cell.com
Although a plethora of research articles on AI methods on COVID-19 medical imaging are
published, their clinical value remains unclear. We conducted the largest systematic review …