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Automated processing of thermal imaging to detect COVID-19
by
Ben-Zvi, Ilan
, Grossman, Ehud
, Leibowitz, Avshalom
, Rogowski, Ori
, Rahav, Galia
, Peled, Racheli
, Kerpel, Ariel
, Mayan, Haim
, Amital, Howard
, Brzezinski, Rafael Y.
, Naftali-Shani, Nili
, Ovadia-Blechman, Zehava
, Shechtman, Liran
, Hoffer, Oshrit
, Rabin, Neta
, Gendelman, Omer
, Heller, Eyal
, Marom, Edith M.
, Zimmer, Yair
, Leor, Jonathan
, Konen, Eli
, Ironi, Avinoah
, Gringauz, Irina
, Shenhar-Tsarfaty, Shani
, Tsur, Avishai M.
, Lewis, Nir
in
692/699/255
/ 692/700/1421
/ Adult
/ Aged
/ Algorithms
/ Area Under Curve
/ Coronaviruses
/ COVID-19
/ COVID-19 - diagnostic imaging
/ Disease Progression
/ Female
/ Heat detection
/ Humanities and Social Sciences
/ Humans
/ Image processing
/ Image Processing, Computer-Assisted - instrumentation
/ Male
/ Middle Aged
/ multidisciplinary
/ Point-of-Care Systems
/ Science
/ Science (multidisciplinary)
/ Sensitivity and Specificity
/ Severe acute respiratory syndrome coronavirus 2
/ Smartphone
2021
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Automated processing of thermal imaging to detect COVID-19
by
Ben-Zvi, Ilan
, Grossman, Ehud
, Leibowitz, Avshalom
, Rogowski, Ori
, Rahav, Galia
, Peled, Racheli
, Kerpel, Ariel
, Mayan, Haim
, Amital, Howard
, Brzezinski, Rafael Y.
, Naftali-Shani, Nili
, Ovadia-Blechman, Zehava
, Shechtman, Liran
, Hoffer, Oshrit
, Rabin, Neta
, Gendelman, Omer
, Heller, Eyal
, Marom, Edith M.
, Zimmer, Yair
, Leor, Jonathan
, Konen, Eli
, Ironi, Avinoah
, Gringauz, Irina
, Shenhar-Tsarfaty, Shani
, Tsur, Avishai M.
, Lewis, Nir
in
692/699/255
/ 692/700/1421
/ Adult
/ Aged
/ Algorithms
/ Area Under Curve
/ Coronaviruses
/ COVID-19
/ COVID-19 - diagnostic imaging
/ Disease Progression
/ Female
/ Heat detection
/ Humanities and Social Sciences
/ Humans
/ Image processing
/ Image Processing, Computer-Assisted - instrumentation
/ Male
/ Middle Aged
/ multidisciplinary
/ Point-of-Care Systems
/ Science
/ Science (multidisciplinary)
/ Sensitivity and Specificity
/ Severe acute respiratory syndrome coronavirus 2
/ Smartphone
2021
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Automated processing of thermal imaging to detect COVID-19
by
Ben-Zvi, Ilan
, Grossman, Ehud
, Leibowitz, Avshalom
, Rogowski, Ori
, Rahav, Galia
, Peled, Racheli
, Kerpel, Ariel
, Mayan, Haim
, Amital, Howard
, Brzezinski, Rafael Y.
, Naftali-Shani, Nili
, Ovadia-Blechman, Zehava
, Shechtman, Liran
, Hoffer, Oshrit
, Rabin, Neta
, Gendelman, Omer
, Heller, Eyal
, Marom, Edith M.
, Zimmer, Yair
, Leor, Jonathan
, Konen, Eli
, Ironi, Avinoah
, Gringauz, Irina
, Shenhar-Tsarfaty, Shani
, Tsur, Avishai M.
, Lewis, Nir
in
692/699/255
/ 692/700/1421
/ Adult
/ Aged
/ Algorithms
/ Area Under Curve
/ Coronaviruses
/ COVID-19
/ COVID-19 - diagnostic imaging
/ Disease Progression
/ Female
/ Heat detection
/ Humanities and Social Sciences
/ Humans
/ Image processing
/ Image Processing, Computer-Assisted - instrumentation
/ Male
/ Middle Aged
/ multidisciplinary
/ Point-of-Care Systems
/ Science
/ Science (multidisciplinary)
/ Sensitivity and Specificity
/ Severe acute respiratory syndrome coronavirus 2
/ Smartphone
2021
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Automated processing of thermal imaging to detect COVID-19
Journal Article
Automated processing of thermal imaging to detect COVID-19
2021
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Overview
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.
Publisher
Nature Publishing Group UK,Nature Publishing Group,Nature Portfolio
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