Table 5 The comparison results of the fivefold validation.
Model | ACC | PR | Fβ | RC | κsc | SPC | F1 | AUC |
|---|---|---|---|---|---|---|---|---|
APFO/MnasNet (Proposed) | 95.6 | 94.2 | 0.92 | 95.1 | 0.94 | 96.3 | 0.94 | 0.97 |
Transfer Learning | 88.5 | 86.2 | 0.85 | 88.1 | 0.86 | 90.2 | 0.86 | 0.91 |
DCNN | 85.1 | 82.5 | 0.82 | 84.9 | 0.83 | 87.3 | 0.83 | 0.89 |
VGG16 | 90.3 | 88.5 | 0.89 | 90.1 | 0.90 | 92.1 | 0.90 | 0.93 |
CNN/HPSGW | 92.5 | 91.2 | 0.91 | 92.3 | 0.92 | 94.1 | 0.92 | 0.95 |
QCNN | 89.2 | 87.1 | 0.87 | 89.1 | 0.88 | 91.4 | 0.88 | 0.92 |