Investigating training-test data splitting strategies for automated segmentation and scoring of COVID-19 lung ultrasound images

Author:

Roshankhah Roshan1ORCID,Karbalaeisadegh Yasamin2,Greer Hastings3,Mento Federico4ORCID,Soldati Gino5,Smargiassi Andrea6,Inchingolo Riccardo6,Torri Elena7,Perrone Tiziano8,Aylward Stephen3,Demi Libertario4ORCID,Muller Marie1

Affiliation:

1. Department of Mechanical and Aerospace Engineering, North Carolina State University, Raleigh, North Carolina 27606, USA

2. Georgia Institute of Technology, Atlanta, Georgia 30332, USA

3. Kitware Inc., Clifton Park, New York 12065, USA

4. Ultrasound Laboratory, University of Trento, Trento, Italy

5. Azienda USL Toscana nord ovest Sede di Lucca, Diagnostic and Interventional Ultrasound Unit Lucca, Toscana, Italy

6. Pulmonary Medicine Unit, Department of Medical and Surgical Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS. Roma, Lazio, Italy

7. BresciaMed, Brescia, Italy

8. Department of Internal Medicine, Istituto di Ricovero e Cura a Carattere Scientifico, San Matteo, Pavia, Italy

Funder

National Institutes of Health

H2020 European Institute of Innovation and Technology

VRT foundation

Publisher

Acoustical Society of America (ASA)

Subject

Acoustics and Ultrasonics,Arts and Humanities (miscellaneous)

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