Table 7.
Number of images and validation techniques used by the various state-of-the-art methods.
| Method | Number of images | Validation |
|---|---|---|
| Multi-CNN | 453 COVID-19 vs. 497 non-COVID (Dataset-1) | 10-fold CV |
| Multi-CNN | 71 COVID-19 vs. 7 non-COVID (Dataset-2) | 10-fold CV |
| [17] | 231 COVID-19 vs. 500 no-findings | 10-fold CV |
| [15] | 142 COVID-19 vs. 142 normal | 70% data for training and 30% testing |
| [12] | 50 COVID-19 vs. 50 normal | 5-fold CV |
| [13] | 250 COVID-19 vs. 250 non-COVID | 10-fold CV |
| [13] | Training: 250 COVID-19 vs. 250 non-COVID | Testing: 74 COVID-19 vs. 36 non-COVID |
| [44] | 100 COVID-19 vs. 1431 non-COVID | 2-fold CV |
| [14] | 25 COVID-19 vs. 25 non-COVID | 80% data for training and 20% testing |
Number of images and validation techniques used by the proposed method are indicated in bold.