Table 3. Comparative analysis with baseline models.
| Model | Accuracy (%) | F1-score | AUC |
|---|---|---|---|
| VGG16 (Image-only) | 87.5 | 85.2 | 0.90 |
| ResNet18 (Image-only) | 90.2 | 88.0 | 0.93 |
| MLP (Clinical-only) | 89.3 | 88.6 | 0.91 |
| Proposed fusion (FCRN + CNN) | 99.5 | 99.4 | 0.995 |
| Model | Accuracy (%) | F1-score | AUC |
|---|---|---|---|
| VGG16 (Image-only) | 87.5 | 85.2 | 0.90 |
| ResNet18 (Image-only) | 90.2 | 88.0 | 0.93 |
| MLP (Clinical-only) | 89.3 | 88.6 | 0.91 |
| Proposed fusion (FCRN + CNN) | 99.5 | 99.4 | 0.995 |