Table 12.
Diseases | Area Under Curve (AUC) |
||||||
---|---|---|---|---|---|---|---|
Wang et al., 2017 | Yao et al., 2017 | Guendel et al., 2018 | Kumar et al., 2018 | Wang et al., 2020 | Rajpurkar et al., 2017 | CNN-ELM | |
Atelectasis | 0.7158 | 0.772 | 0.826 | 0.7618 | 0.814 | 0.8094 | 0.9711 |
Cardiomegaly | 0.8065 | 0.904 | 0.911 | 0.9133 | 0.899 | 0.9248 | 0.9789 |
Effusion | 0.7843 | 0.859 | 0.885 | 0.8635 | 0.873 | 0.8638 | 0.9742 |
Infiltrate | 0.6089 | 0.695 | 0.716 | 0.6923 | 0.701 | 0.7345 | 0.9722 |
Mass | 0.7057 | 0.792 | 0.854 | 0.7502 | 0.840 | 0.8676 | 0.9425 |
Nodule | 0.6706 | 0.717 | 0.774 | 0.6662 | 0.775 | 0.7802 | 0.9510 |
Pneumonia | 0.6326 | 0.713 | 0.765 | 0.7145 | 0.662 | 0.7680 | 0.9123 |
Pneumothorax | 0.8055 | 0.841 | 0.872 | 0.8594 | 0.865 | 0.8887 | 0.9686 |
Consolidation | 0.7078 | 0.788 | 0.806 | 0.7838 | 0.789 | 0.7901 | 0.9387 |
Edema | 0.8345 | 0.882 | 0.892 | 0.8880 | 0.874 | 0.8878 | 0.9685 |
Emphysema | 0.8149 | 0.829 | 0.925 | 0.8982 | 0.924 | 0.9371 | 0.9689 |
Fibrosis | 0.7688 | 0.767 | 0.820 | 0.7559 | 0.809 | 0.8047 | 0.9363 |
Pleural Thickening | 0.7082 | 0.765 | 0.785 | 0.7739 | 0.772 | 0.8062 | 0.9373 |
Hernia | 0.7667 | 0.914 | 0.941 | 0.8024 | 0.923 | 0.9164 | 0.9155 |
Mean | 0.7451 | 0.761 | 0.807 | 0.7945 | 0.82 | 0.8414 | 0.9526 |
Bold values indicate the best values.