Smartphone‐based detection of COVID‐19 and associated pneumonia using thermal imaging and a transfer learning algorithm

Author:

Hoffer Oshrit1ORCID,Brzezinski Rafael Y.2345,Ganim Adam1,Shalom Perry6,Ovadia‐Blechman Zehava7,Ben‐Baruch Lital1,Lewis Nir23,Peled Racheli23,Shimon Carmi1,Naftali‐Shani Nili23,Katz Eyal1,Zimmer Yair7,Rabin Neta8

Affiliation:

1. School of Electrical Engineering Afeka Tel Aviv Academic College of Engineering Tel Aviv Israel

2. Neufeld Cardiac Research Institute, Faculty of Medicine Tel Aviv University Tel Aviv Israel

3. Tamman Cardiovascular Research Institute, Leviev Heart Center Sheba Medical Center Tel Hashomer Ramat Gan Israel

4. Internal Medicine “C” and “E” Tel Aviv Medical Center Tel Aviv Israel

5. Faculty of Medicine Tel Aviv University Tel Aviv Israel

6. School of Software Engineering Afeka Tel Aviv Academic College of Engineering Tel Aviv Israel

7. School of Medical Engineering Afeka Tel Aviv Academic College of Engineering Tel Aviv Israel

8. Department of Industrial Engineering Tel‐Aviv University Tel Aviv Israel

Abstract

AbstractCOVID‐19‐related pneumonia is typically diagnosed using chest x‐ray or computed tomography images. However, these techniques can only be used in hospitals. In contrast, thermal cameras are portable, inexpensive devices that can be connected to smartphones. Thus, they can be used to detect and monitor medical conditions outside hospitals. Herein, a smartphone‐based application using thermal images of a human back was developed for COVID‐19 detection. Image analysis using a deep learning algorithm revealed a sensitivity and specificity of 88.7% and 92.3%, respectively. The findings support the future use of noninvasive thermal imaging in primary screening for COVID‐19 and associated pneumonia.

Funder

Israel Innovation Authority

Publisher

Wiley

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