Table 2:

AUC results on the NIH Chest X-ray dataset.

Method	Atelectasis	Cardiomegaly	Consolidation	Edema	Effusion
Wang et al., 20174	0.716	0.807	0.708	0.835	0.784
Wang et al., 20185	0.732	0.844	0.701	0.829	0.793
Yao et al., 20189	0.772	0.904	0.788	0.882	0.859
Rajpurkar et al., 20173	0.821	0.905	0.794	0.893	0.883
Kumar et al., 201725	0.762	0.913	0.784	0.888	0.864
ChexRadiNet	0.831	0.934	0.817	0.906	0.892
Method	Emphysema	Fibrosis	Hernia	Infiltration	Mass
Wang et al., 20174	0.815	0.769	0.767	0.609	0.706
Wang et al., 20185	0.865	0.796	0.876	0.666	0.725
Yao et al., 20189	0.829	0.767	0.914	0.695	0.792
Rajpurkar et al., 20173	0.926	0.804	0.939	0.720	0.862
Kumar et al., 201725	0.898	0.756	0.802	0.692	0.750
ChexRadiNet	0.925	0.798	0.882	0.734	0.846
Method	Nodule	Pleural Thickening	Pneumonia	Pneumothorax	Mean
Wang et al., 20174	0.671	0.708	0.633	0.806	0.738
Wang et al., 20185	0.685	0.735	0.720	0.847	0.772
Yao et al., 20189	0.717	0.765	0.713	0.841	0.803
Rajpurkar et al., 20173	0.777	0.814	0.763	0.893	0.842
Kumar et al., 201725	0.666	0.774	0.715	0.859	0.795
ChexRadiNet	0.748	0.867	0.737	0.889	0.843