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Automated processing of thermal imaging to detect COVID-19.
Brzezinski, Rafael Y; Rabin, Neta; Lewis, Nir; Peled, Racheli; Kerpel, Ariel; Tsur, Avishai M; Gendelman, Omer; Naftali-Shani, Nili; Gringauz, Irina; Amital, Howard; Leibowitz, Avshalom; Mayan, Haim; Ben-Zvi, Ilan; Heller, Eyal; Shechtman, Liran; Rogowski, Ori; Shenhar-Tsarfaty, Shani; Konen, Eli; Marom, Edith M; Ironi, Avinoah; Rahav, Galia; Zimmer, Yair; Grossman, Ehud; Ovadia-Blechman, Zehava; Leor, Jonathan; Hoffer, Oshrit.
  • Brzezinski RY; Neufeld Cardiac Research Institute, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Rabin N; Tamman Cardiovascular Research Institute, Leviev Heart Center, Sheba Medical Center, 52621, Tel Hashomer, Israel.
  • Lewis N; Faculty of Engineering, Tel-Aviv University, Tel Aviv, Israel.
  • Peled R; Neufeld Cardiac Research Institute, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Kerpel A; Tamman Cardiovascular Research Institute, Leviev Heart Center, Sheba Medical Center, 52621, Tel Hashomer, Israel.
  • Tsur AM; Neufeld Cardiac Research Institute, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Gendelman O; Tamman Cardiovascular Research Institute, Leviev Heart Center, Sheba Medical Center, 52621, Tel Hashomer, Israel.
  • Naftali-Shani N; Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel.
  • Gringauz I; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Amital H; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Leibowitz A; Internal Medicine B, D, E, and F, Sheba Medical Center, Tel Hashomer, Israel.
  • Mayan H; Israel Defense Forces, Medical Corps, Ramat Gan, Israel.
  • Ben-Zvi I; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Heller E; Internal Medicine B, D, E, and F, Sheba Medical Center, Tel Hashomer, Israel.
  • Shechtman L; Neufeld Cardiac Research Institute, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Rogowski O; Tamman Cardiovascular Research Institute, Leviev Heart Center, Sheba Medical Center, 52621, Tel Hashomer, Israel.
  • Shenhar-Tsarfaty S; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Konen E; Geriatrics Division, Sheba Medical Center, Tel Hashomer, Israel.
  • Marom EM; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Ironi A; Internal Medicine B, D, E, and F, Sheba Medical Center, Tel Hashomer, Israel.
  • Rahav G; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Zimmer Y; Internal Medicine B, D, E, and F, Sheba Medical Center, Tel Hashomer, Israel.
  • Grossman E; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Ovadia-Blechman Z; Internal Medicine B, D, E, and F, Sheba Medical Center, Tel Hashomer, Israel.
  • Leor J; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Hoffer O; Internal Medicine B, D, E, and F, Sheba Medical Center, Tel Hashomer, Israel.
Sci Rep ; 11(1): 17489, 2021 09 01.
Article in English | MEDLINE | ID: covidwho-1392889
Preprint
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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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Full text: Available Collection: International databases Database: MEDLINE Main subject: Image Processing, Computer-Assisted / COVID-19 Type of study: Diagnostic study / Prognostic study Limits: Adult / Aged / Female / Humans / Male / Middle aged Language: English Journal: Sci Rep Year: 2021 Document Type: Article Affiliation country: S41598-021-96900-9

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Full text: Available Collection: International databases Database: MEDLINE Main subject: Image Processing, Computer-Assisted / COVID-19 Type of study: Diagnostic study / Prognostic study Limits: Adult / Aged / Female / Humans / Male / Middle aged Language: English Journal: Sci Rep Year: 2021 Document Type: Article Affiliation country: S41598-021-96900-9