Table 8.
Validation performance (Unit: %)
Model | CLFS | Sensitivity | Specificity | Precision | Accuracy | F1 | MCC |
---|---|---|---|---|---|---|---|
DenseNet-121 | I | 94.53 ± 2.34 | 94.69 ± 1.88 | 94.77 ± 1.67 | 94.61 ± 0.65 | 94.60 ± 0.70 | 89.32 ± 1.25 |
II | 94.69 ± 1.59 | 94.84 ± 1.22 | 94.87 ± 1.22 | 94.77 ± 1.11 | 94.76 ± 1.13 | 89.56 ± 2.23 | |
III | 95.00 ± 1.36 | 94.84 ± 1.41 | 94.90 ± 1.31 | 94.92 ± 0.87 | 94.93 ± 0.88 | 89.89 ± 1.74 | |
IV | 95.00 ± 1.17 | 95.31 ± 1.56 | 95.35 ± 1.43 | 95.16 ± 0.77 | 95.14 ± 0.75 | 90.37 ± 1.52 | |
DenseNet-169 | I | 95.47 ± 1.09 | 95.47 ± 2.36 | 95.58 ± 2.19 | 95.47 ± 0.91 | 95.48 ± 0.84 | 91.02 ± 1.81 |
II | 95.47 ± 2.15 | 95.31 ± 0.70 | 95.38 ± 0.63 | 95.39 ± 1.02 | 95.39 ± 1.08 | 90.85 ± 2.03 | |
III | 95.94 ± 2.23 | 95.63 ± 1.53 | 95.70 ± 1.47 | 95.78 ± 1.12 | 95.78 ± 1.15 | 91.64 ± 2.22 | |
IV | 96.09 ± 1.44 | 96.25 ± 1.25 | 96.27 ± 1.25 | 96.17 ± 1.23 | 96.17 ± 1.24 | 92.37 ± 2.47 | |
DenseNet-201 | I | 95.94 ± 1.59 | 95.78 ± 1.86 | 95.88 ± 1.73 | 95.86 ± 0.50 | 95.86 ± 0.49 | 91.80 ± 1.00 |
II | 96.56 ± 1.53 | 96.09 ± 2.13 | 96.19 ± 1.90 | 96.33 ± 0.93 | 96.34 ± 0.89 | 92.73 ± 1.79 | |
III | 96.41 ± 1.86 | 96.88 ± 1.21 | 96.90 ± 1.18 | 96.64 ± 1.21 | 96.63 ± 1.24 | 93.32 ± 2.42 | |
IV | 96.88 ± 1.85 | 96.72 ± 1.47 | 96.76 ± 1.39 | 96.80 ± 0.82 | 96.79 ± 0.84 | 93.65 ± 1.60 |