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 |