Research Article

A Novel Benchmark Dataset for COVID-19 Detection during Third Wave in Pakistan

Table 1

List of various approaches to diagnose COVID-19.

Ref.Dataset sourceNo. of casesNo. of featuresML modelHighest accuracy (%)Model AUC score (%)

[42]Hospital Israelita Albert Einstein56, 44, 55924MLP, SVM, DT, NB95-
[43]Three open-source datasets279, 1624, 60015, 34, 19Extremely randomized trees (ET)9285.10
[44]18 hospitals from Zhejiang, China91410LR, SVM, DT, RF, RL97
[45]Tongji Hospital, China41342XGB
[46]West China Hospital, China6209LR
[47]11 regions in China65919DT8988
[48]SMART hospitalsNB, RF, SVM93.33