Table 3.
The ablation study.
| Modalities | Overall | N (%) | SVEB (%) | VEB (%) | F (%) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Acc | Se | PPV | F1 | Se | PPV | F1 | Se | PPV | F1 | Se | PPV | F1 | |
| CA | 99.3 | 99.5 | 99.8 | 99.6 | 96.4 | 91.6 | 93.9 | 98.6 | 98.4 | 98.5 | 89.4 | 80.9 | 84.9 |
| SE | 99.4 | 99.6 | 99.8 | 99.7 | 96.2 | 93.4 | 94.8 | 98.7 | 97.3 | 98.0 | 87.6 | 86.0 | 86.8 |
| CBAM | 99.3 | 99.6 | 99.8 | 99.7 | 96.6 | 93.1 | 94.8 | 98.6 | 98.0 | 98.3 | 88.8 | 82.2 | 85.4 |
| Without Fca_1 | 99.1 | 99.7 | 99.5 | 99.6 | 89.4 | 95.8 | 92.5 | 97.8 | 96.8 | 97.3 | 79.5 | 82.6 | 81.0 |
| Without Fca_2 | 99.2 | 99.8 | 99.5 | 99.6 | 89.9 | 96.0 | 92.8 | 98.1 | 97.2 | 97.6 | 73.3 | 92.9 | 81.9 |
| Change number of ResBlock[1,1,1,1] | 99.2 | 99.7 | 99.6 | 99.6 | 90.1 | 96.4 | 93.1 | 98.6 | 96.6 | 97.6 | 77.0 | 89.9 | 83.0 |
| Focal_Loss | 99.1 | 99.7 | 99.6 | 99.6 | 89.6 | 96.9 | 93.1 | 98.4 | 96.2 | 97.3 | 79.5 | 82.6 | 81.0 |
| RP only | 99.2 | 99.8 | 99.5 | 99.6 | 89.6 | 96.5 | 92.9 | 98.5 | 97.4 | 97.9 | 78.9 | 90.7 | 84.4 |
| GAF only | 99.1 | 99.7 | 99.5 | 99.6 | 89.9 | 95.1 | 92.4 | 97.8 | 96.5 | 97.1 | 80.7 | 89.0 | 84.6 |
| MTF only | 98.8 | 99.7 | 99.2 | 99.4 | 85.8 | 96.0 | 90.6 | 95.2 | 95.9 | 95.5 | 76.4 | 84.2 | 80.1 |
| Proposed | 99.6 | 99.9 | 99.9 | 99.9 | 98.0 | 96.6 | 97.3 | 99.1 | 98.9 | 99.0 | 90.7 | 94.2 | 92.4 |
Significant values are in bold.