Table 2.
# | Input and network | Focal loss | Performance (%) | |||||
---|---|---|---|---|---|---|---|---|
Input scale | Batch size | # conv. blocks | γ | α | Accuracy | Sensitivity | Specificity | |
1 | 0.688 | 128 | 2 | 1 | 1 | 92.7 | 77.7 | 96.2 |
2 | 0.594 | 160 | 2 | 1 | 0.5 | 94.3 | 80.3 | 93.5 |
3 | 0.906 | 256 | 2 | 2.5 | 0.5 | 94.5 | 80.1 | 95.1 |
4 | 1.0 | 224 | 2 | 1.5 | 0.2 | 95.3 | 86.7 | 95.2 |
5 | 0.844 | 224 | 3 | 2.5 | 0.2 | 97.0 | 82.7 | 98.2 |
6 | 0.875 | 256 | 3 | 2 | 0.5 | 97.2 | 94.7 | 97.4 |
7 | 0.906 | 224 | 3 | 2.5 | 0.5 | 97.2 | 96.0 | 97.3 |
8 | 0.938 | 224 | 3 | 1.5 | 0.5 | 97.3 | 93.3 | 97.6 |
9 | 0.844 | 256 | 4 | 1.5 | 0.5 | 96.8 | 93.7 | 97.4 |
10 | 0.938 | 160 | 4 | 2 | 0.7 | 97.0 | 85.0 | 98.1 |
11 | 0.844 | 256 | 4 | 1.5 | 1 | 97.1 | 91.3 | 97.7 |
12 | 0.875 | 128 | 4 | 1.5 | 0.5 | 97.1 | 92.0 | 97.5 |