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. 2021 Jul 13;111:107692. doi: 10.1016/j.asoc.2021.107692

Table 9.

Results for the extended test dataset binary classification setting. LB stands for the label balancing usage (PBC in the case for SSDL), using 400 test images. PBC results with no statistical significance (with p>0.1) gains over the non-balanced SSDL implementation are written in italic.

COVID-19 COVID+ SSDL LB nl=10
nl=15
nl=20
x¯ s x¯ s x¯ s
50% 50% No No 0.671 0.032 0.696 0.037 0.722 0.035

70% 30% Yes Yes 0.773 0.055 0.769 0.305 0.761 0.025
Yes No 0.651 0.065 0.678 0.075 0.652 0.09
No Yes 0.631 0.072 0.622 0.066 0.659 0.05

80% 20% Yes Yes 0.785 0.045 0.78 0.035 0.772 0.029
Yes No 0.7 0.062 0.667 0.058 0.695 0.053
No Yes 0.67 0.036 0.642 0.042 0.726 0.01