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. 2023 Dec 19;13:22576. doi: 10.1038/s41598-023-49956-8

Table 3.

On-domain evaluation of performance of the vision transformer—individual imaging findings.

Dataset Training strategy Cardiomegaly Pleural effusion Pneumonia Atelectasis Consolidation Pneumothorax No abnormality Average
VinDr-CXR Local 95.0 ± 0.5 97.2 ± 0.8 90.6 ± 0.9 86.9 ± 1.7 91.1 ± 1.7 87.7 ± 3.9 90.7 ± 0.6 91.3 ± 3.9
Collaborative 96.9 ± 0.3 98.4 ± 0.5 91.2 ± 1.0 92.8 ± 1.1 96.2 ± 0.7 98.1 ± 0.8 93.8 ± 0.5 95.3 ± 2.6
P value 0.001 0.018 0.699 0.001 0.001 0.003 0.001 0.001
ChestX-ray14 Local 88.1 ± 0.5 81.4 ± 0.3 69.5 ± 1.0 75.3 ± 0.4 73.6 ± 0.5 84.3 ± 0.4 72.3 ± 0.3 77.8 ± 6.4
Collaborative 90.2 ± 0.4 82.3 ± 0.3 73.2 ± 1.0 76.9 ± 0.4 75.3 ± 0.5 86.7 ± 0.3 72.5 ± 0.3 79.6 ± 6.4
P value 0.001 0.001 0.001 0.001 0.001 0.001 0.919 0.001
CheXpert Local 87.7 ± 0.3 87.6 ± 0.2 76.8 ± 0.9 68.8 ± 0.4 75.1 ± 0.5 86.3 ± 0.3 87.7 ± 0.3 81.4 ± 7.2
Collaborative 87.1 ± 0.3 88.3 ± 0.2 74.9 ± 1.0 69.3 ± 0.4 75.1 ± 0.5 86.6 ± 0.3 87.8 ± 0.3 81.3 ± 7.3
P value 0.001 0.001 0.002 0.039 0.471 0.946 0.802 0.175
MIMIC-CXR Local 81.5 ± 0.2 90.8 ± 0.1 74.4 ± 0.5 81.6 ± 0.2 82.4 ± 0.4 86.8 ± 0.4 85.4 ± 0.2 83.3 ± 4.8
Collaborative 79.2 ± 0.2 91.1 ± 0.1 73.6 ± 0.5 81.5 ± 0.2 82.0 ± 0.4 87 ± 0.4 84.8 ± 0.2 82.7 ± 5.2
P value 0.001 0.001 0.001 0.264 0.077 0.686 0.001 0.001
PadChest Local 91.9 ± 0.3 95.3 ± 0.3 83.0 ± 0.7 81.6 ± 0.6 88.1 ± 0.8 89.5 ± 1.3 84.3 ± 0.3 87.7 ± 4.7
Collaborative 92.8 ± 0.2 96.0 ± 0.3 84.5 ± 0.6 85.1 ± 0.6 91.0 ± 0.6 92.6 ± 1.3 85.4 ± 0.3 89.6 ± 4.3
P value 0.001 0.001 0.002 0.001 0.001 0.009 0.001 0.001

See Table 2 for further details on table organizaiton.