Table 1 Performance metrics for various EfficientNet models.
EfficientNet | Precision | Recall | Accuracy | F1 | PR AUC | (95% CI) |
|---|---|---|---|---|---|---|
EfficientNet-B0 | 0.640 | 0.706 | 0.645 | 0.668 | 0.696 | (0.615–0.771) |
EfficientNet-B1 | 0.892 | 0.722 | 0.799 | 0.798 | 0.823 | (0.750–0.885) |
EfficientNet-B2 | 0.900 | 0.787 | 0.799 | 0.836 | 0.900 | (0.849–0.943) |
EfficientNet-B3 | 0.872 | 0.711 | 0.770 | 0.783 | 0.866 | (0.805–0.919) |
EfficientNet-B4 | 0.849 | 0.759 | 0.773 | 0.799 | 0.860 | (0.801–0.911) |
EfficientNet-B5 | 0.878 | 0.770 | 0.786 | 0.820 | 0.871 | (0.816–0.919) |
EfficientNet-B6 | 0.921 | 0.778 | 0.806 | 0.841 | 0.913 | (0.870–0.948) |
EfficientNet-B7 | 0.841 | 0.748 | 0.770 | 0.790 | 0.852 | (0.794–0.902) |
Mean | 0.849 | 0.756 | 0.770 | 0.796 | 0.848 | (0.788–0.900) |
SD | ± 0.083 | ± 0.027 | ± 0.048 | ± 0.051 | ± 0.049 | (± 0.073to ± 0.052) |