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. 2021 Mar 10;132:104306. doi: 10.1016/j.compbiomed.2021.104306

Table 6.

The proposed AI method employs CNN and Sum of the Maximal Probabilities on the Modmed Dataset (Test Ratio 9:1).

Network Num AUC ACC SE SP
Resnet18 3 0.70 0.94 0.75 0.96
Resnet18 5 0.64 0.94 0.75 0.96
Resnet18 7 0.62 0.96 0.80 0.98
Resnet18 9 0.48 0.96 0.80 0.98
Resnet18 11 0.40 0.98 1.00 0.98
Resnet18 13 0.35 0.98 1.00 0.98
Resnet18 15 0.36 0.98 1.00 0.98
Resnet18 17 0.35 0.98 1.00 0.98
Resnet18 19 0.35 0.98 1.00 0.98
Resnet18 21 0.35 0.98 1.00 0.98
Resnet50 3 0.80 0.96 1.00 0.96
Resnet50 5 0.79 0.98 1.00 0.98
Resnet50 7 0.74 0.98 1.00 0.98
Resnet50 9 0.56 0.98 1.00 0.98
Resnet50 11 0.57 1.00 1.00 1.00
Resnet50 13 0.54 0.98 1.00 0.98
Resnet50 15 0.55 0.98 1.00 0.98
Resnet50 17 0.54 0.98 1.00 0.98
Resnet50 19 0.55 0.98 1.00 0.98
Resnet50 21 0.56 0.98 1.00 0.98
Resnet101 3 0.69 0.92 1.00 0.92
Resnet101 5 0.70 0.92 1.00 0.92
Resnet101 7 0.68 0.92 1.00 0.92
Resnet101 9 0.69 0.92 1.00 0.92
Resnet101 11 0.70 0.94 1.00 0.94
Resnet101 13 0.68 0.94 1.00 0.94
Resnet101 15 0.58 0.94 1.00 0.94
Resnet101 17 0.58 0.94 1.00 0.94
Resnet101 19 0.58 0.94 1.00 0.94
Resnet101 21 0.59 0.94 1.00 0.94
Densenet121 3 0.83 0.88 0.40 0.93
Densenet121 5 0.74 0.88 0.40 0.93
Densenet121 7 0.76 0.90 0.50 0.93
Densenet121 9 0.80 0.90 0.50 0.93
Densenet121 11 0.80 0.90 0.50 0.93
Densenet121 13 0.81 0.92 0.67 0.93
Densenet121 15 0.83 0.94 0.75 0.96
Densenet121 17 0.85 0.96 1.00 0.96
Densenet121 19 0.81 0.96 1.00 0.96
Densenet121 21 0.81 0.96 1.00 0.96