TABLE 2. Performance Comparison of the Proposed DL-CRC and CNN With Generic and GAN-Based Data Augmentation.
| Model | Normal | Pneumonia | COVID-19 |
|---|---|---|---|
| CNN-only | 97.76% | 78.33% | 54.55% |
| CNN & generic | 80.48% | 23.07% | 63.64% |
| CNN & GAN | 88.33% | 83.16% | 84.84% |
| Proposed DL-CRC (CNN, GAN, generic) | 95.91% | 88.52% | 93.94% |