Table 6.
Pathology | Wang et al.8 | Yao et al.13 | Guendel et al.14 | “-large-meta” | ||
---|---|---|---|---|---|---|
ResNet-38 | ResNet-50 | ResNet-101 | ||||
Cardiomegaly | 0.810 | 0.856 | 0.883 | 0.875 | 0.877 | 0.865 |
Emphysema | 0.833 | 0.842 | 0.895 | 0.895 | 0.875 | 0.868 |
Edema | 0.805 | 0.806 | 0.835 | 0.846 | 0.842 | 0.828 |
Hernia | 0.872 | 0.775 | 0.896 | 0.937 | 0.916 | 0.855 |
Pneumothorax | 0.799 | 0.805 | 0.846 | 0.840 | 0.819 | 0.839 |
Effusion | 0.759 | 0.806 | 0.828 | 0.822 | 0.818 | 0.818 |
Mass | 0.693 | 0.777 | 0.821 | 0.820 | 0.810 | 0.796 |
Fibrosis | 0.786 | 0.743 | 0.818 | 0.816 | 0.800 | 0.778 |
Atelectasis | 0.700 | 0.733 | 0.767 | 0.763 | 0.755 | 0.747 |
Consolidation | 0.703 | 0.711 | 0.745 | 0.749 | 0.742 | 0.734 |
Pleural Thicken. | 0.684 | 0.724 | 0.761 | 0.763 | 0.742 | 0.739 |
Nodule | 0.669 | 0.724 | 0.758 | 0.747 | 0.736 | 0.738 |
Pneumonia | 0.658 | 0.684 | 0.731 | 0.714 | 0.703 | 0.694 |
Infiltration | 0.661 | 0.673 | 0.709 | 0.694 | 0.694 | 0.686 |
Average | 0.745 | 0.761 | 0.807 | 0.806 | 0.795 | 0.785 |
No Findings | — | — | — | 0.727 | 0.725 | 0.720 |
Additionally we provide an average AUC over all pathologies in the last row. Bold text emphasizes the overall highest AUC value.