Table 9.
Statistical evaluation of models (mean ± standard deviation over 5 runs).
| Dataset | Model | Accuracy (%) | Recall (%) | F1-score | ROC-AUC (%) |
|---|---|---|---|---|---|
| Polyp | U-Net | 98.01 ± 0.31 | 99.48 ± 0.13 | 0.96 ± 0.01 | 97.88 ± 0.44 |
| Skin cancer | VGG16 (Transfer) | 91.12 ± 0.62 | 93.90 ± 0.29 | 0.89 ± 0.02 | 92.23 ± 0.51 |
| Brain tumor | U-Net | 84.30 ± 0.45 | 85.75 ± 0.35 | 0.82 ± 0.02 | 86.10 ± 0.42 |