Table 4.
Atelectasis | Cardiomegaly | Consolidation | Oedema | Lesion | Pneumonia | Pneumothorax | No finding | |
---|---|---|---|---|---|---|---|---|
CheXNet—100% | 0.794 | 0.908 | 0.840 | 0.939 | 0.707 | 0.806 | 0.873 | 0.871 |
CheXzero—0% | 0.798 | 0.898 | 0.871 | 0.961 | 0.651 | 0.789 | 0.766 | 0.755 |
The pathologies selected are the pathologies reported in CheXNet47. The self-supervised method that is trained on a dataset from a country different from PadChest outperforms CheXNet, a fully supervised model trained on PadChest, on three out of eight pathologies reported in CheXNet: atelectasis, consolidation and oedema. Numbers within parentheses indicate 95% CI.