Table 2.
Results of the comparison between local and FFL-based training of VinDr-CXR dataset with overlapping labels for different training set sizes, tested on the VinDr-CXR benchmark.
| Local VinDr 2K | FFL VinDr 2K | Local VinDr 5K | FFL VinDr 5K | Local VinDr 15K | FFL VinDr 15K | |
|---|---|---|---|---|---|---|
| AUROC | 0.77 ± 0.08 | 0.78 ± 0.06 | 0.79 ± 0.07 | 0.82 ± 0.05 | 0.83 ± 0.09 | 0.84 ± 0.05 |
| P-value | 0.340 | 0.010 | 0.180 | |||
Average AUROC values over no finding, aortic enlargement, pleural thickening, cardiomegaly, pleural effusion, pneumothorax, and atelectasis. The FFL was performed in combination with UKA-CXR dataset of n = 122,294 images with 7 other labels including cardiomegaly, pleural effusion right, pleural effusion left, pneumonic infiltrates right, pneumonic infiltrates left, atelectasis right, and atelectasis left.