分类模型 | 镜片直径 | 环曲度 | 镜片曲率半径 | ||||||||
Resnet50 | Resnet50-CBAM | Resnet50-GAM | Resnet50 | Resnet50-CBAM | Resnet50-GAM | Resnet50 | Resnet50-CBAM | Resnet50-GAM | |||
Accuracy | 0.843 | 0.860 | 0.892 | 0.823 | 0.830 | 0.866 | 0.748 | 0.765 | 0.791 | ||
Precision | 0.822 | 0.867 | 0.879 | 0.792 | 0.847 | 0.863 | 0.727 | 0.772 | 0.771 | ||
Sensitivity | 0.833 | 0.873 | 0.887 | 0.813 | 0.857 | 0.872 | 0.738 | 0.778 | 0.782 | ||
F1 Score | 0.831 | 0.871 | 0.875 | 0.813 | 0.851 | 0.851 | 0.736 | 0.776 | 0.783 | ||
Specificity | 0.861 | 0.842 | 0.871 | 0.841 | 0.843 | 0.854 | 0.766 | 0.758 | 0.770 | ||