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. 2023 May 27;229:120528. doi: 10.1016/j.eswa.2023.120528

Table 12.

Class-wise comparison Area under the curves of ROC for diseases classification in the CXR14 dataset (Trial 2).

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.