Table 2.
Average internal test performance | |||||||||
---|---|---|---|---|---|---|---|---|---|
ResNet50 | ResNeXt101 | EfficientNetB2 | |||||||
Class | Precision | Recall | -score | Precision | Recall | -score | Precision | Recall | -score |
No augmentation | 0.843 ± 0.008 | 0.836 ± 0.012 | 0.836 ± 0.012 | 0.876 ± 0.008 | 0.873 ± 0.010 | 0.873 ± 0.010 | 0.856 ± 0.009 | 0.851 ± 0.013 | 0.851 ± 0.013 |
Traditional augmentation | 0.879 ± 0.007 | 0.874 ± 0.011 | 0.874 ± 0.010 | 0.873 ± 0.007 | 0.869 ± 0.010 | 0.869 ± 0.009 | 0.862 ± 0.010 | 0.855 ± 0.015 | 0.855 ± 0.014 |
Proposed method | 0.906 ± 0.007 | 0.903 ± 0.008 | 0.904 ± 0.008 | 0.892 ± 0.006 | 0.890 ± 0.006 | 0.890 ± 0.006 | 0.868 ± 0.010 | 0.864 ± 0.013 | 0.864 ± 0.013 |