Table 3.
Show the results of MobileNetV2.
| Fold | Class | Precision | Recall | F1-score | ROC-AUC |
|---|---|---|---|---|---|
| Fold(1) | No Finding | 0.69 | 0.75 | 0.72 | 0.86 |
| Pneumonia | 0.81 | 0.87 | 0.84 | 0.95 | |
| Pneumothorax | 0.48 | 0.81 | 0.60 | 0.88 | |
| Effusion | 0.70 | 0.78 | 0.74 | 0.87 | |
| Cardiomegaly | 0.60 | 0.85 | 0.71 | 0.94 | |
| Fold(1)—validation accuracy | 0.88 | – | – | – | – |
| Fold(2) | No Finding | 0.63 | 0.81 | 0.71 | 0.86 |
| Pneumonia | 0.81 | 0.87 | 0.84 | 0.95 | |
| Pneumothorax | 0.50 | 0.77 | 0.61 | 0.87 | |
| Effusion | 0.65 | 0.81 | 0.73 | 0.86 | |
| Cardiomegaly | 0.62 | 0.86 | 0.72 | 0.94 | |
| Fold(2)—validation accuracy | 0.88 | – | – | – | – |
| Fold(3) | No Finding | 0.66 | 0.78 | 0.71 | 0.86 |
| Pneumonia | 0.79 | 0.85 | 0.82 | 0.95 | |
| Pneumothorax | 0.52 | 0.77 | 0.62 | 0.88 | |
| Effusion | 0.69 | 0.77 | 0.72 | 0.87 | |
| Cardiomegaly | 0.65 | 0.84 | 0.74 | 0.94 | |
| Fold(3)—validation accuracy | 0.88 | – | – | – | – |
| Class average | No Finding | 0.66 | 0.78 | 0.71 | 0.87 |
| Pneumonia | 0.80 | 0.87 | 0.83 | 0.95 | |
| Pneumothorax | 0.50 | 0.78 | 0.61 | 0.87 | |
| Effusion | 0.68 | 0.79 | 0.73 | 0.87 | |
| Cardiomegaly | 0.63 | 0.85 | 0.72 | 0.94 | |
| Class standard deviation | No Finding | 0.0271 | 0.0247 | 0.0055 | 0.0015 |
| Pneumonia | 0.0065 | 0.0083 | 0.0073 | 0.0023 | |
| Pneumothorax | 0.0170 | 0.0180 | 0.0078 | 0.0031 | |
| Effusion | 0.0206 | 0.0205 | 0.0067 | 0.0037 | |
| Cardiomegaly | 0.0213 | 0.0072 | 0.0116 | 0.0019 | |
| Average validation accuracy | 0.88 | – | – | – | – |