Identification of Pneumonia Disease Applying an Intelligent Computational Framework Based on Deep Learning and Machine Learning Techniques

Table 1

Past epidemics occurred over time.

Epidemic name	Duration	Approximate deaths
Antoine plague	170–180	5.0 million
Prague of Justinian	541–543	35–50 million
Japanese smallpox outbreak	734–736	1.2 million
Black death	1349–1353	200 million
Smallpox outbreak	1520+	56–60 million
Italian plague outbreak	1628–1630	1.0 million
Yellow fever (US)	1886–1891	1.5 million
Spanish flu	1918–1920	45–50 million
Third plague (China and India)	1985+	12 million
Asian flu	1959–1960	1.2 million
HIV/AIDS	1980–to present	30–35 million
SARS	2002-03	700–800
Swine flu	2009-10	0.2 million
Ebola	2014–2017	10,000–11,000
MERS	2015–to present	860
COVID-19	2019–(12/04/2021)	2.94 million