Table 5.
Dataset | Model | Normal | Pneumonia | COVID-19 | |||
---|---|---|---|---|---|---|---|
Recall | Precision | Recall | Precision | Recall | Precision | ||
COVID-19 X-ray | AlexNet | 0.90 | 0.89 | 0.85 | 0.88 | 0.90 | 0.91 |
GoogLeNet | 0.91 | 0.90 | 0.86 | 0.89 | 0.87 | 0.88 | |
Proposed DCGAN-CNN | 0.92 | 0.93 | 0.93 | 0.89 | 0.95 | 0.92 | |
| |||||||
COVID Chest X-ray | AlexNet | 0.91 | 0.88 | 0.84 | 0.87 | 0.89 | 0.90 |
GoogLeNet | 0.90 | 0.86 | 0.89 | 0.86 | 0.92 | 0.91 | |
Proposed DCGAN-CNN | 0.93 | 0.92 | 0.94 | 0.91 | 0.92 | 0.94 | |
| |||||||
COVID-19 Radiography | AlexNet | 0.94 | 0.90 | 0.92 | 0.90 | 0.93 | 0.94 |
GoogLeNet | 0.93 | 0.91 | 0.92 | 0.93 | 0.89 | 0.91 | |
Proposed DCGAN-CNN | 0.96 | 0.95 | 0.94 | 0.94 | 0.95 | 0.96 | |
| |||||||
CoronaHack-Chest X-Ray | AlexNet | 0.95 | 0.91 | 0.92 | 0.88 | 0.93 | 0.94 |
GoogLeNet | 0.92 | 0.90 | 0.91 | 0.92 | 0.91 | 0.92 | |
Proposed DCGAN-CNN | 0.97 | 0.96 | 0.95 | 0.96 | 0.97 | 0.98 |