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. 2021 Sep 9;137:104857. doi: 10.1016/j.compbiomed.2021.104857

Table 5.

Diagnosis results (%) of the DenseANet on the CP and NCP. The numbers in bold black font represent the best classification results. Note that the p-values are calculated between DenseANet and Baseline+ARL.

Models Acc AUC Se Sp Pr F1
Results of 2D slices ResNet101 88.65 ± 1.95 95.50 ± 0.61 93.03 ± 0.93 83.43 ± 1.47 86.98 ± 1.98 89.75 ± 1.35
ResNet101+ARL 90.00 ± 1.01 96.06 ± 0.52 93.03 ± 0.89 86.39 ± 1.93 89.05 ± 1.24 90.91 ± 1.16
Baseline 90.00 ± 1.13 97.13 ± 0.49 98.01 ± 0.30 80.47 ± 2.64 85.65 ± 2.47 91.24 ± 0.95
Baseline+ARL 90.54 ± 1.37 96.75 ± 0.56 92.04 ± 1.02 88.76 ± 1.53 90.69 ± 1.17 91.19 ± 1.09
DenseANet 91.28 ± 0.87 97.24 ± 0.41 98.18 ± 0.24 82.33 ± 1.97 86.85 ± 1.47 92.03 ± 0.69
p-value
0.014
0.034
1.68e-5
8.61e-7
2.38e-4
0.002
Results of patients ResNet101 90.88 ± 1.28 97.02 ± 0.49 92.45 ± 0.82 88.15 ± 1.17 93.08 ± 0.88 92.58 ± 0.75
ResNet101+ARL 92.13 ± 0.89 97.41 ± 0.47 91.97 ± 0.97 92.43 ± 1.02 95.45 ± 0.47 93.81 ± 0.62
Baseline 93.70 ± 0.77 97.72 ± 0.56 97.78 ± 0.66 86.67 ± 1.34 92.67 ± 0.91 95.07 ± 0.74
Baseline+ARL 92.73 ± 0.93 97.98 ± 0.38 92.56 ± 1.04 93.04 ± 0.85 95.82 ± 0.58 93.94 ± 0.98
DenseANet 94.67 ± 0.55 98.41 ± 0.27 98.31 ± 0.27 87.15 ± 1.16 93.47 ± 0.62 95.43 ± 0.38
p-value 4e-4 0.015 1.33e-10 4.75e-7 0.001 0.002