Table 4.
Models | Category | Acc | AUC | Se | Sp | Pr | F1 | |
---|---|---|---|---|---|---|---|---|
Results of 2D slices | ResNet101 | CP | 91.84 ± 1.21 | 97.64 ± 0.47 | 91.84 ± 1.05 | 91.85 ± 1.23 | 92.00 ± 1.37 | 91.72 ± 0.95 |
NCP | 92.63 ± 0.92 | 97.80 ± 0.43 | 88.04 ± 1.58 | 94.54 ± 0.74 | 86.98 ± 1.74 | 87.31 ± 1.49 | ||
Normal | 98.89 ± 0.27 | 99.71 ± 0.11 | 96.59 ± 0.37 | 99.47 ± 0.19 | 97.89 ± 0.55 | 97.03 ± 0.46 | ||
ResNet101+ARL | CP | 92.99 ± 1.04 | 97.96 ± 0.35 | 91.72 ± 1.70 | 94.28 ± 0.76 | 94.25 ± 0.62 | 92.66 ± 0.82 | |
NCP | 93.63 ± 1.19 | 98.01 ± 0.23 | 92.39 ± 1.21 | 94.14 ± 0.45 | 86.73 ± 1.29 | 89.37 ± 1.66 | ||
Normal | 99.08 ± 0.21 | 99.47 ± 0.17 | 96.33 ± 0.85 | 99.77 ± 0.08 | 99.06 ± 0.16 | 97.48 ± 0.58 | ||
Baseline | CP | 94.07 ± 0.87 | 98.28 ± 0.28 | 97.09 ± 0.65 | 90.99 ± 1.58 | 91.67 ± 1.07 | 94.03 ± 0.89 | |
NCP | 94.90 ± 0.49 | 98.23 ± 0.31 | 86.61 ± 1.18 | 98.34 ± 0.31 | 95.59 ± 0.65 | 90.65 ± 1.07 | ||
Normal | 98.95 ± 0.22 | 99.63 ± 0.14 | 96.81 ± 0.64 | 99.49 ± 0.18 | 97.95 ± 0.52 | 97.14 ± 0.41 | ||
Baseline+ARL | CP | 93.50 ± 0.89 | 98.35 ± 0.20 | 92.08 ± 1.22 | 94.95 ± 0.53 | 94.91 ± 0.54 | 93.27 ± 0.73 | |
NCP | 94.04 ± 0.72 | 98.40 ± 0.21 | 92.96 ± 0.97 | 94.48 ± 0.62 | 87.48 ± 1.17 | 90.04 ± 1.25 | ||
Normal | 99.03 ± 0.14 | 99.73 ± 0.07 | 96.78 ± 0.52 | 99.60 ± 0.29 | 98.39 ± 0.23 | 97.35 ± 0.46 | ||
DenseANet | CP | 94.81 ± 0.39 | 98.38 ± 0.24 | 98.25 ± 0.21 | 91.02 ± 0.85 | 93.07 ± 0.71 | 94.66 ± 0.56 | |
NCP | 95.67 ± 0.32 | 98.61 ± 0.12 | 87.19 ± 1.68 | 98.61 ± 0.33 | 95.83 ± 0.65 | 91.41 ± 0.71 | ||
Normal | 98.87 ± 0.16 | 99.57 ± 0.14 | 95.44 ± 0.81 | 99.74 ± 0.13 | 99.76 ± 0.14 | 97.53 ± 0.39 | ||
p-value | CP | 0.003 | 0.742 | 6.35e-7 | 1.08e-4 | 0.002 | 0.007 | |
NCP | 0.007 | 0.461 | 2.56e-5 | 5.38e-7 | 1.08e-7 | 0.012 | ||
Normal |
0.477 |
0.215 |
0.035 |
0.269 |
0.014 |
0.083 |
||
Results of patients | ResNet101 | CP | 91.05 ± 1.48 | 97.07 ± 0.52 | 90.55 ± 1.17 | 91.32 ± 1.19 | 84.65 ± 2.09 | 87.25 ± 2.17 |
NCP | 92.77 ± 1.09 | 97.63 ± 0.64 | 83.43 ± 1.88 | 96.60 ± 0.63 | 90.97 ± 1.32 | 86.91 ± 2.06 | ||
Normal | 98.28 ± 0.33 | 99.56 ± 0.13 | 97.63 ± 0.52 | 98.65 ± 0.38 | 97.63 ± 0.44 | 97.47 ± 0.42 | ||
ResNet101+ARL | CP | 92.08 ± 0.96 | 97.55 ± 0.51 | 91.54 ± 1.29 | 92.37 ± 1.24 | 86.38 ± 2.17 | 88.65 ± 1.85 | |
NCP | 93.80 ± 0.84 | 97.90 ± 0.32 | 86.39 ± 1.14 | 96.84 ± 0.58 | 91.82 ± 1.17 | 88.92 ± 1.75 | ||
Normal | 98.28 ± 0.27 | 99.71 ± 0.15 | 97.16 ± 0.43 | 98.92 ± 0.39 | 98.09 ± 0.36 | 97.41 ± 0.49 | ||
Baseline | CP | 92.08 ± 1.21 | 98.12 ± 0.35 | 96.02 ± 0.61 | 90.00 ± 1.23 | 83.55 ± 1.75 | 89.15 ± 1.25 | |
NCP | 93.63 ± 1.05 | 98.43 ± 0.47 | 80.47 ± 2.03 | 99.03 ± 0.20 | 97.14 ± 0.49 | 87.96 ± 1.19 | ||
Normal | 98.45 ± 0.24 | 99.53 ± 0.28 | 97.63 ± 0.34 | 98.92 ± 0.14 | 98.10 ± 0.38 | 97.64 ± 0.42 | ||
Baseline+ARL | CP | 93.12 ± 0.71 | 97.80 ± 0.46 | 90.55 ± 0.91 | 94.47 ± 0.90 | 89.66 ± 1.26 | 90.04 ± 1.08 | |
NCP | 93.80 ± 0.94 | 98.08 ± 0.32 | 88.17 ± 0.97 | 96.12 ± 0.57 | 90.30 ± 1.19 | 89.13 ± 1.12 | ||
Normal | 98.62 ± 0.33 | 99.64 ± 0.09 | 98.58 ± 0.21 | 98.65 ± 0.17 | 97.65 ± 0.32 | 97.91 ± 0.63 | ||
DenseANet | CP | 94.11 ± 0.25 | 98.81 ± 0.17 | 98.10 ± 0.33 | 91.99 ± 0.32 | 86.68 ± 0.50 | 92.03 ± 0.32 | |
NCP | 94.86 ± 0.33 | 98.13 ± 0.11 | 82.40 ± 1.28 | 99.06 ± 0.24 | 96.71 ± 0.82 | 88.98 ± 0.76 | ||
Normal | 99.20 ± 0.14 | 99.74 ± 0.08 | 98.00 ± 0.36 | 100.00 ± 0.00 | 100.00 ± 0.00 | 98.99 ± 0.18 | ||
p-value | CP | 0.012 | 0.003 | 4.95e-7 | 1.75e-4 | 0.001 | 0.003 | |
NCP | 0.004 | 0.098 | 9.17e-6 | 1.68e-5 | 9.22e-8 | 0.218 | ||
Normal | 0.021 | 0.273 | 0.047 | 0.013 | 0.004 | 0.016 |