TABLE III. Diagnostic Performance of Proposed Multilevel Deep-Aggregated Boosted Network (MDA-BN) Compared With Baseline Network MobileNet (MN) [23].
Model (#Par.) | #Fold | ACC | F1 | SPE | SEN | PRE | AUC |
MN [ 23 ] (2.24 million) | 1 | 95.54 | 95.64 | 94.41 | 96.63 | 94.67 | 98.24 |
2 | 94.58 | 94.83 | 91.04 | 98.02 | 91.85 | 98.08 | |
3 | 93.3 | 93.47 | 92.14 | 94.43 | 92.53 | 97.92 | |
4 | 95.43 | 95.57 | 93.72 | 97.1 | 94.09 | 98.78 | |
5 | 86.49 | 88.22 | 72.9 | 99.69 | 79.12 | 94.14 | |
Avg.(std) | 93.07 (3.78) | 93.55 (3.1) | 88.84 (9.01) | 97.18 (1.93) | 90.45 (6.44) | 97.43 (1.80) | |
MDA-BN (1.76 million) | 1 | 95.92 | 96.03 | 94.65 | 97.17 | 94.91 | 98.74 |
2 | 94.97 | 95.27 | 90.02 | 99.77 | 91.15 | 97.86 | |
3 | 95.08 | 95.25 | 93 | 97.1 | 93.47 | 98.57 | |
4 | 96.21 | 96.33 | 94.19 | 98.17 | 94.56 | 99.01 | |
5 | 94.7 | 94.96 | 90.81 | 98.47 | 91.69 | 98.55 | |
Avg. (std) | 95.38 (0.65) | 95.57 (0.58) | 92.53 (2.05) | 98.14 (1.1) | 93.16 (1.68) | 98.55 (0.43) |