Dataset | Neural network | Sensitivity | Specificity | F1 score | Precision | AUC | 95%CI | aAUC (SD) |
---|---|---|---|---|---|---|---|---|
Original image | ECA-ResNet50t | 0.810 | 0.724 | 0.803 | 0.796 | 0.774 | 0.730–0.818 | 0.717 (0.043) |
Inception-Resnet-V2 | 0.738 | 0.695 | 0.750 | 0.763 | 0.722 | 0.685–0.759 | ||
EfficientNet-B3 | 0.656 | 0.695 | 0.696 | 0.741 | 0.676 | 0.635–0.721 | ||
EfficientNet-B0 | 0.659 | 0.743 | 0.712 | 0.773 | 0.695 | 0.644–0.746 | ||
Deeplab seg image | ECA-ResNet50t | 0.781 | 0.695 | 0.777 | 0.773 | 0.745 | 0.704–0.786 | 0.739 (0.016) |
Inception-Resnet-V2 | 0.774 | 0.729 | 0.783 | 0.791 | 0.759 | 0.719–0.798 | ||
EfficientNet-B3 | 0.706 | 0.752 | 0.746 | 0.791 | 0.727 | 0.684–0.770 | ||
EfficientNet-B0 | 0.688 | 0.771 | 0.740 | 0.800 | 0.725 | 0.678–0.773 | ||
Expand 5 image | ECA-ResNet50t | 0.803 | 0.719 | 0.797 | 0.792 | 0.768 | 0.728–0.809 | 0.760(0.010) |
Inception-Resnet-V2 | 0.778 | 0.733 | 0.786 | 0.795 | 0.761 | 0.718–0.804 | ||
EfficientNet-B3 | 0.746 | 0.790 | 0.783 | 0.825 | 0.765 | 0.718–0.812 | ||
EfficientNet-B0 | 0.710 | 0.790 | 0.760 | 0.818 | 0.745 | 0.703–0.787 | ||
Expand 10 image | ECA-ResNet50t | 0.821 | 0.738 | 0.813 | 0.806 | 0.786 | 0.739–0.832 | 0.768 (0.018) |
Inception-Resnet-V2 | 0.789 | 0.738 | 0.794 | 0.800 | 0.766 | 0.730–0.802 | ||
EfficientNet-B3 | 0.756 | 0.800 | 0.793 | 0.834 | 0.777 | 0.732–0.822 | ||
EfficientNet-B0 | 0.706 | 0.790 | 0.758 | 0.817 | 0.744 | 0.707–0.781 | ||
Expand 20 image | ECA-ResNet50t | 0.849 | 0.767 | 0.839 | 0.829 | 0.817 | 0.766–0.868 | 0.802 (0.013) |
Inception-Resnet-V2 | 0.817 | 0.776 | 0.823 | 0.829 | 0.801 | 0.757–0.845 | ||
EfficientNet-B3 | 0.789 | 0.829 | 0.822 | 0.859 | 0.805 | 0.754–0.856 | ||
EfficientNet-B0 | 0.749 | 0.833 | 0.799 | 0.857 | 0.785 | 0.732–0.837 | ||
Expand 40 image | ECA-ResNet50t | 0.875 | 0.790 | 0.861 | 0.847 | 0.84 | 0.783–0.897 | 0.782 (0.039) |
Inception-Resnet-V2 | 0.774 | 0.738 | 0.785 | 0.797 | 0.758 | 0.713–0.803 | ||
EfficientNet-B3 | 0.742 | 0.786 | 0.780 | 0.821 | 0.761 | 0.721–0.802 | ||
EfficientNet-B0 | 0.735 | 0.819 | 0.785 | 0.844 | 0.77 | 0.725–0.815 | ||
Expand 60 image | ECA-ResNet50t | 0.806 | 0.724 | 0.801 | 0.795 | 0.773 | 0.732–0.814 | 0.753 (0.014) |
Inception-Resnet-V2 | 0.767 | 0.724 | 0.777 | 0.787 | 0.75 | 0.709–0.791 | ||
EfficientNet-B3 | 0.728 | 0.771 | 0.766 | 0.809 | 0.747 | 0.708–0.786 | ||
EfficientNet-B0 | 0.703 | 0.786 | 0.754 | 0.813 | 0.74 | 0.699–0.781 |