Table 6.
Ablation analysis experimental results on the BreakHis dataset.
| Model | Mixup | ResNet-50 | Transformer | EC | AFC | Accuracy | F1 score | 
|---|---|---|---|---|---|---|---|
| A | × | ✓ | × | × | × | 86.58 | 87.26 | 
| B | × | × | × | × | × | 84.33 | 84.95 | 
| C | × | ✓ | × | × | × | 88.75 | 88.69 | 
| D | × | ✓ | ✓ | × | × | 93.56 | 94.07 | 
| E | × | ✓ | × | ✓ | × | 94.33 | 94.34 | 
| F | × | ✓ | ✓ | × | ✓ | 96.64 | 96.38 | 
| G | × | ✓ | ✓ | ✓ | ✓ | 97.12 | 97 | 
| MVT-OFML | ✓ | ✓ | ✓ | ✓ | ✓ | 98.65 | 98.83 |