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. 2021 Sep 28;11(6):1321–1330. doi: 10.1007/s12553-021-00598-8

Table 2.

AI techniques applied in the diagnosis of COVID-19

AI field Biomedical imaging Techniques Results
Deep learning CT Lesion-attention deep neural network [81] 88.6% ACC
94% AUC
88.8% RE
87.9% PRE
Multi-Task deep learning [80] 98.78% ACC
X-ray Deep transfer learning [88] 98% RE ± 3
90% SP
EfficientNet family of models [82] 93.9% ACC
96.8% RE
Faster R–CNN [83] 97.36% ACC
97.65% RE
99.28% PRE
Inception V3 [16] >96% ACC
Multi-Task deep learning [80] 84.67% ACC
Machine learning CT Support Vector Machine [89] 99.68% ACC
X-ray Support Vector Machine [84] 100% ACC
Support Vector Machine [90] 99.27% ACC