Table 4.
Show the results of EfficientNetB0.
| Fold | Class | Precision | Recall | F1-Score | ROC-AUC |
|---|---|---|---|---|---|
| Fold(1) | No Finding | 0.71 | 0.75 | 0.73 | 0.87 |
| Pneumonia | 0.72 | 0.86 | 0.79 | 0.95 | |
| Pneumothorax | 0.48 | 0.83 | 0.61 | 0.90 | |
| Effusion | 0.69 | 0.82 | 0.75 | 0.88 | |
| Cardiomegaly | 0.67 | 0.85 | 0.75 | 0.95 | |
| Fold(1)—validation accuracy | 0.89 | – | – | – | – |
| Fold(2) | No Finding | 0.68 | 0.76 | 0.72 | 0.87 |
| Pneumonia | 0.70 | 0.89 | 0.78 | 0.95 | |
| Pneumothorax | 0.52 | 0.79 | 0.63 | 0.89 | |
| Effusion | 0.70 | 0.78 | 0.74 | 0.87 | |
| Cardiomegaly | 0.59 | 0.89 | 0.71 | 0.95 | |
| Fold(2)—validation accuracy | 0.88 | – | – | – | – |
| Fold(3) | No Finding | 0.68 | 0.76 | 0.72 | 0.87 |
| Pneumonia | 0.65 | 0.84 | 0.73 | 0.93 | |
| Pneumothorax | 0.52 | 0.81 | 0.63 | 0.89 | |
| Effusion | 0.66 | 0.82 | 0.73 | 0.87 | |
| Cardiomegaly | 0.59 | 0.88 | 0.71 | 0.94 | |
| Fold(3)—validation accuracy | 0.89 | – | – | – | – |
| Class average | No Finding | 0.69 | 0.76 | 0.72 | 0.87 |
| Pneumonia | 0.69 | 0.87 | 0.77 | 0.94 | |
| Pneumothorax | 0.51 | 0.81 | 0.63 | 0.89 | |
| Effusion | 0.69 | 0.81 | 0.74 | 0.88 | |
| Cardiomegaly | 0.62 | 0.87 | 0.72 | 0.95 | |
| Class standard deviation | No Finding | 0.0101 | 0.0031 | 0.0041 | 0.0030 |
| Pneumonia | 0.0310 | 0.0224 | 0.0254 | 0.0101 | |
| Pneumothorax | 0.0188 | 0.0179 | 0.0095 | 0.0046 | |
| Effusion | 0.0159 | 0.0184 | 0.0070 | 0.0049 | |
| Cardiomegaly | 0.0355 | 0.0133 | 0.0193 | 0.0049 | |
| Average validation accuracy | 0.89 | – | – | – | – |