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. 2022 Jun 25;12(7):1549. doi: 10.3390/diagnostics12071549

Table 2.

Result comparisons of the proposed model and other models. Params means the number of parameters. To compute p-values for different two-view models, the model proposed in paper [16] is used as the reference base.

Model Params CC MLO Accuracy
(%)
Precision Recall Specificity F1 Score AUC p-Value
Single-view
DeiT-tiny
5.5 M 69.6 ± 1.4 0.708 ± 0.035 0.662 ± 0.040 0.728 ± 0.058 0.683 ± 0.013 0.724 ± 0.013 <0.001
Single-view
DeiT-tiny
5.5 M 72.5 ± 2.8 0.728 ± 0.037 0.713 ± 0.027 0.737 ± 0.045 0.720 ± 0.028 0.769 ± 0.036 0.376
Two-view DeiT-tiny (proposed) 5.5 M 77.0 ± 1.2 0.797 ± 0.039 0.726 ± 0.063 0.814 ± 0.057 0.757 ± 0.022 0.814 ± 0.026 0.031
Two-view DeiT-small (proposed) 21.7 M 76.3 ± 2.8 0.799 ± 0.071 0.706 ± 0.033 0.818 ± 0.081 0.747 ± 0.018 0.818 ± 0.039 0.009
CNN feature
concatenation [16]
44.7 M 73.9 ± 2.4 0.761 ± 0.05 0.696 ± 0.041 0.781 ± 0.071 0.725 ± 0.019 0.784 ± 0.016 -
View-wise
CNN [17]
22.4 M 71.7 ± 2.1 0.735 ± 0.04 0.677 ± 0.051 0.756 ± 0.069 0.702 ± 0.021 0.759 ± 0.023 N/A