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. 2019 Feb 4;2019:5156416. doi: 10.1155/2019/5156416

Table 2.

Performance of LdcNet for different architectures and hyperparameter sets.

# 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