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Abstract
Rapid and sensitive screening tools for SARS-CoV-2 infection are essential to limit the spread of COVID-19 and to properly allocate national resources. Here, we developed a new point-of-care, non-contact thermal imaging tool to detect COVID-19, based on advanced image processing algorithms. We captured thermal images of the backs of individuals with and without COVID-19 using a portable thermal camera that connects directly to smartphones. Our novel image processing algorithms automatically extracted multiple texture and shape features of the thermal images and achieved an area under the curve (AUC) of 0.85 in COVID-19 detection with up to 92% sensitivity. Thermal imaging scores were inversely correlated with clinical variables associated with COVID-19 disease progression. In summary, we show, for the first time, that a hand-held thermal imaging device can be used to detect COVID-19. Non-invasive thermal imaging could be used to screen for COVID-19 in out-of-hospital settings, especially in low-income regions with limited imaging resources.
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1 Sackler Faculty of Medicine, Tel Aviv University, Neufeld Cardiac Research Institute, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Tamman Cardiovascular Research Institute, Leviev Heart Center, Sheba Medical Center, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845)
2 Tel-Aviv University, Faculty of Engineering, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546)
3 Sheba Medical Center, Department of Diagnostic Imaging, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845); Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546)
4 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Sheba Medical Center, Internal Medicine B, D, E, and F, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845); Medical Corps, Israel Defense Forces, Ramat Gan, Israel (GRID:grid.414541.1)
5 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Sheba Medical Center, Internal Medicine B, D, E, and F, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845)
6 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Sheba Medical Center, Geriatrics Division, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845)
7 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Tel Aviv Sourasky Medical Center, Internal Medicine C, D, and E, Tel Aviv, Israel (GRID:grid.413449.f) (ISNI:0000 0001 0518 6922)
8 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Sheba Medical Center, Department of Emergency Medicine, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845)
9 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Sheba Medical Center, Infectious Disease Unit, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845)
10 Afeka Tel Aviv Academic College of Engineering, School of Medical Engineering, Tel Aviv, Israel (GRID:grid.488382.d) (ISNI:0000 0004 0400 6936)
11 Tel Aviv University, Sackler Faculty of Medicine, Tel Aviv, Israel (GRID:grid.12136.37) (ISNI:0000 0004 1937 0546); Sheba Medical Center, Internal Medicine Wing and Hypertension Unit, Tel Hashomer, Israel (GRID:grid.413795.d) (ISNI:0000 0001 2107 2845)
12 Afeka Tel Aviv Academic College of Engineering, School of Electrical Engineering, Tel Aviv, Israel (GRID:grid.488382.d) (ISNI:0000 0004 0400 6936)