Table 3.
Performance of different shared networks.
| Shared network | Task | Results (%) | |||
|---|---|---|---|---|---|
| Accuracy | Sensitivity | Specificity | AUC | ||
| ResNet-18 | M | 82.23 ± 3.46 | 83.20 ± 1.13 | 78.38 ± 3.54 | 84.47 ± 0.32 |
| P | 84.46 ± 4.31 | 86.35 ± 0.22 | 79.47 ± 2.72 | 85.39 ± 0.27 | |
| ResNet-34 | M | 79.37 ± 1.78 | 82.38 ± 1.01 | 75.24 ± 2.21 | 81.74 ± 0.44 |
| P | 80.33 ± 2.81 | 83.81 ± 2.25 | 74.89 ± 3.41 | 83.09 ± 1.05 | |
| ResNet-50 | M | 82.03 ± 1.83 | 83.31 ± 0.77 | 78.37 ± 2.51 | 84.21 ± 1.13 |
| P | 82.57 ± 1.23 | 84.06 ± 1.15 | 79.32 ± 3.18 | 84.33 ± 0.65 | |
| VGG16 | M | 67.73 ± 1.87 | 71.34 ± 3.03 | 64.25 ± 5.17 | 69.24 ± 1.03 |
| P | 71.56 ± 0.35 | 72.05 ± 2.76 | 67.62 ± 6.38 | 73.87 ± 0.93 | |
| AlexNet | M | 63.46 ± 3.51 | 66.40 ± 3.16 | 60.74 ± 3.92 | 65.37 ± 2.16 |
| P | 68.98 ± 2.89 | 70.28 ± 4.35 | 63.68 ± 5.03 | 70.45 ± 0.86 | |
| InceptionV3 | M | 68.45 ± 3.24 | 70.33 ± 3.07 | 62.76 ± 4.91 | 69.57 ± 0.62 |
| P | 69.71 ± 1.87 | 72.48 ± 2.89 | 65.03 ± 2.38 | 71.22 ± 1.19 | |
| MobileNet | M | 74.36 ± 3.10 | 77.23 ± 2.17 | 69.71 ± 4.17 | 76.35 ± 0.27 |
| P | 74.76 ± 2.66 | 76.25 ± 1.79 | 70.29 ± 3.02 | 78.25 ± 0.46 | |