Table 3 Models hyperparameters results including Precision, Sensitivity, F1-score and mAP.
Pathologies | Precision | Sensitivity | F1-score | mAP 0.5 | mAP [0.5:0.95] |
|---|---|---|---|---|---|
Aortic enlargement | 0.985 | 0.521 | 0.681 | 0.71 | 0.559 |
Atelectasis | 0.833 | 0.778 | 0.804 | 0.824 | 0.593 |
Calcification | 0.815 | 0.769 | 0.791 | 0.809 | 0.587 |
Cardiomegaly | 0.991 | 0.44 | 0.609 | 0.63 | 0.487 |
Consolidation | 0.875 | 0.74 | 0.801 | 0.807 | 0.607 |
ILD | 0.949 | 0.716 | 0.816 | 0.828 | 0.628 |
Infiltration | 0.912 | 0.739 | 0.816 | 0.824 | 0.619 |
Lung Opacity | 0.894 | 0.781 | 0.833 | 0.854 | 0.643 |
Nodule/Mass | 0.904 | 0.701 | 0.789 | 0.77 | 0.555 |
Other lesions | 0.897 | 0.831 | 0.862 | 0.884 | 0.652 |
Pleural effusion | 0.887 | 0.72 | 0.794 | 0.826 | 0.567 |
Pleural thickening | 0.941 | 0.804 | 0.867 | 0.891 | 0.631 |
Pneumothorax | 0.86 | 0.567 | 0.683 | 0.67 | 0.521 |
Pulmonary fibrosis | 0.91 | 0.728 | 0.808 | 0.823 | 0.599 |
avg | 0.909 | 0.702 | 0.792 | 0.796 | 0.589 |