Table 2.
Quantitative results of CNN based vitiligo classification.
F1 | AUC | SP | SE | |
---|---|---|---|---|
(a) Test Set A | ||||
VGG | 0.8864 ± 0.005 | 0.8506 ± 0.005 | 0.9129 ± 0.012 | 0.7905 ± 0.023 |
ResNet | 0.8732 ± 0.006 | 0.8397 ± 0.007 | 0.9019 ± 0.014 | 0.7753 ± 0.025 |
DenseNet | 0.8808 ± 0.005 | 0.8465 ± 0.011 | 0.9064 ± 0.013 | 0.7838 ± 0.037 |
(b) Test Set B | ||||
VGG | 0.7649 ± 0.015 | 0.7302 ± 0.008 | 0.7905 ± 0.021 | 0.6699 ± 0.014 |
ResNet | 0.7363 ± 0.031 | 0.7024 ± 0.023 | 0.7614 ± 0.042 | 0.6434 ± 0.039 |
DenseNet | 0.7562 ± 0.024 | 0.7401 ± 0.028 | 0.7682 ± 0.021 | 0.7119 ± 0.038 |
(c) Test Set C | ||||
VGG | 0.9684 ± 0.005 | 0.9946 ± 0.005 | 0.9629 ± 0.012 | 0.9721 ± 0.002 |
ResNet | 0.9584 ± 0.004 | 0.9848 ± 0.007 | 0.9567 ± 0.016 | 0.9515 ± 0.010 |
DenseNet | 0.9618 ± 0.030 | 0.9819 ± 0.027 | 0.9609 ± 0.027 | 0.9623 ± 0.032 |