TABLE 2.
Network | Accuracy | Sensitivity | Precision | Specificity | F-measure | AUC score |
---|---|---|---|---|---|---|
ResNet-18 | 88.30 ± 1.36 | 82.40 ± 3.48 | 93.23 ± 1.73 | 94.16 ± 1.03 | 87.43 ± 2.03 | 95.48 ± 0.89 |
ResNet-50 | 88.13 ± 1.77 | 81.46 ± 3.49 | 93.80 ± 1.42 | 94.76 ± 0.59 | 87.16 ± 2.26 | 95.09 ± 1.24 |
ResNet-101 | 89.95 ± 1.29 | 85.17 ± 2.50 | 94.10 ± 1.25 | 94.78 ± 0.55 | 89.38 ± 1.37 | 96.29 ± 1.17 |
ResNet-152 | 88.62 ± 2.18 | 82.45 ± 3.16 | 93.92 ± 2.22 | 94.84 ± 1.55 | 87.79 ± 2.42 | 95.58 ± 1.15 |
RegNetY-4GF | 89.55 ± 0.89 | 83.64 ± 1.53 | 94.66 ± 1.53 | 95.41 ± 1.05 | 88.80 ± 1.34 | 95.92 ± 1.33 |
RegNetY-8GF | 89.36 ± 1.23 | 83.64 ± 1.61 | 94.45 ± 0.60 | 95.13 ± 0.45 | 88.70 ± 0.80 | 95.59 ± 1.07 |
RegNetY-16GF | 90.48 ± 1.01 | 85.54 ± 2.00 | 94.79 ± 1.54 | 95.40 ± 1.19 | 89.91 ± 1.25 | 96.43 ± 1.03 |
EfficientNet-B0 | 87.26 ± 1.74 | 79.07 ± 3.89 | 94.38 ± 1.11 | 95.38 ± 0.68 | 85.99 ± 2.29 | 94.81 ± 0.90 |
EfficientNet-B2 | 88.23 ± 0.71 | 81.17 ± 2.42 | 94.37 ± 1.46 | 95.20 ± 1.23 | 87.24 ± 1.21 | 95.67 ± 0.92 |
EfficientNet-B4 | 87.24 ± 1.77 | 79.11 ± 3.75 | 94.27 ± 1.30 | 95.31 ± 0.67 | 85.98 ± 2.33 | 94.46 ± 1.22 |
EfficientNet-B6 | 87.40 ± 2.38 | 80.57 ± 4.96 | 93.41 ± 0.95 | 94.34 ± 0.95 | 86.41 ± 2.50 | 94.53 ± 1.21 |
EfficientNet-B7 | 86.41 ± 2.40 | 78.57 ± 4.95 | 93.06 ± 0.90 | 94.21 ± 0.58 | 85.11 ± 2.94 | 94.64 ± 1.62 |
MoCo | 89.74 ± 1.29 | 86.01 ± 3.24 | 92.92 ± 1.86 | 93.56 ± 1.53 | 89.28 ± 1.41 | 95.70 ± 1.01 |
DeiT-S | 88.89 ± 2.13 | 82.35 ± 4.19 | 94.58 ± 1.08 | 95.38 ± 0.64 | 87.99 ± 2.54 | 96.45 ± 0.95 |
DeiT-B | 89.10 ± 2.32 | 81.76 ± 5.02 | 95.84 ± 1.13 | 96.50 ± 0.80 | 88.13 ± 2.68 | 96.19 ± 1.49 |
DeiT-S-D | 89.96 ± 1.88 | 83.44 ± 3.65 | 95.96 ± 1.06 | 96.58 ± 0.63 | 89.21 ± 1.96 | 97.06 ± 1.07 |
DeiT-B-D | 89.69 ± 1.93 | 82.51 ± 3.48 | 96.29 ± 0.63 | 96.88 ± 0.17 | 88.83 ± 2.12 | 96.61 ± 1.01 |
CKB-DeiT-S-D | 90.27 ± 1.90 | 84.09 ± 4.00 | 95.97 ± 1.41 | 96.59 ± 0.86 | 89.57 ± 2.04 | 97.28 ± 0.91 |
CKB-DeiT-B-D | 90.90 ± 1.74 | 86.09 ± 2.98 | 95.00 ± 1.29 | 95.59 ± 0.71 | 90.30 ± 1.83 | 96.80 ± 1.16 |