Table 6.
The performance of PND-Net on the BreakHis-40 dataset using fivefold cross validation.
| k-Fold | PND-Net using ResNet-50 backbone | PND-Net using Xception backbone | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Val acc | Test acc | Prec | Recall | F1-score | Val acc | Test acc | Prec | Recall | F1-score | |
| Fold-1 | 98.45 | 97.25 | 97.00 | 97.00 | 97.00 | 96.79 | 96.10 | 96.00 | 96.00 | 96.00 |
| Fold-2 | 97.81 | 96.70 | 96.00 | 96.00 | 96.00 | 97.81 | 97.20 | 97.00 | 97.00 | 97.00 |
| Fold-3 | 98.68 | 97.30 | 97.00 | 97.00 | 97.00 | 98.12 | 97.75 | 97.00 | 97.00 | 97.00 |
| Fold-4 | 98.75 | 97.50 | 97.00 | 98.00 | 98.00 | 97.18 | 96.30 | 97.00 | 96.00 | 96.00 |
| Fold-5 | 98.07 | 96.75 | 97.00 | 96.00 | 97.00 | 97.50 | 96.15 | 96.00 | 96.00 | 96.00 |
| Avg | 98.35 | 97.10 | 96.80 | 96.80 | 97.00 | 97.48 | 96.70 | 96.60 | 96.40 | 96.40 |