Table 5. FAD of synthetic samples of minority classes w.r.t real samples.
Generative model | Class | |||||
---|---|---|---|---|---|---|
Bronchiectasis | Bronchiolitis | Healthy | Pneumonia | LRTI | URTI | |
MLP-VAE | 28.40 | 11.72 | 4.81 | 12.34 | 3.16 | 14.11 |
CNN-VAE | 12.47 | 10.86 | 12.05 | 11.56 | 12.10 | 10.44 |
Conditional VAE | 13.96 | 10.88 | 12.07 | 11.62 | 10.79 | 10.57 |