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. 2023 Apr 13;13:6046. doi: 10.1038/s41598-023-33303-y

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.