Table 2.
Show the results of DensNet121.
| Fold | Class | Precision | Recall | F1-score | ROC-AUC |
|---|---|---|---|---|---|
| Fold(1) | No Finding | 0.71 | 0.73 | 0.72 | 0.86 |
| Pneumonia | 0.62 | 0.86 | 0.72 | 0.93 | |
| Pneumothorax | 0.51 | 0.81 | 0.63 | 0.89 | |
| Effusion | 0.66 | 0.81 | 0.73 | 0.87 | |
| Cardiomegaly | 0.67 | 0.83 | 0.74 | 0.94 | |
| Fold(1)—validation accuracy | 0.89 | – | – | – | – |
| Fold(2) | No Finding | 0.70 | 0.72 | 0.71 | 0.86 |
| Pneumonia | 0.60 | 0.85 | 0.70 | 0.93 | |
| Pneumothorax | 0.57 | 0.75 | 0.65 | 0.89 | |
| Effusion | 0.70 | 0.77 | 0.73 | 0.86 | |
| Cardiomegaly | 0.63 | 0.87 | 0.73 | 0.94 | |
| Fold(2)—validation accuracy | 0.89 | – | – | – | – |
| Fold(3) | No Finding | 0.69 | 0.75 | 0.72 | 0.87 |
| Pneumonia | 0.65 | 0.84 | 0.73 | 0.93 | |
| Pneumothorax | 0.53 | 0.81 | 0.64 | 0.89 | |
| Effusion | 0.69 | 0.77 | 0.73 | 0.87 | |
| Cardiomegaly | 0.61 | 0.83 | 0.70 | 0.93 | |
| Fold(3)—validation accuracy | 0.89 | – | – | – | – |
| Class average | No Finding | 0.70 | 0.73 | 0.72 | 0.86 |
| Pneumonia | 0.62 | 0.85 | 0.72 | 0.93 | |
| Pneumothorax | 0.54 | 0.79 | 0.64 | 0.89 | |
| Effusion | 0.68 | 0.78 | 0.73 | 0.87 | |
| Cardiomegaly | 0.64 | 0.84 | 0.72 | 0.94 | |
| Class standard deviation | No Finding | 0.0087 | 0.0133 | 0.0046 | 0.0018 |
| Pneumonia | 0.0218 | 0.0081 | 0.0132 | 0.0017 | |
| Pneumothorax | 0.0239 | 0.0251 | 0.0095 | 0.0032 | |
| Effusion | 0.0177 | 0.0173 | 0.0028 | 0.0042 | |
| Cardiomegaly | 0.0249 | 0.0180 | 0.0175 | 0.0060 | |
| Average validation accuracy | 0.89 | – | – | – | – |