Table 2.
AUC Performance and the Average AUC of Experimented Models on Set 1 Data
| Model Type | Model | Validation AUC | Testing AUC | Average of Validation and Testing AUC |
|---|---|---|---|---|
| Transfer learninga | VGG16 | 0.72 | 0.67 | 0.69 |
| ResNet50 | 0.55 | 0.60 | 0.58 | |
| Simplified networksb | ResNet | 0.82 | 0.73 | 0.77 |
| ResNet with attention | 0.82 | 0.77 | 0.80 | |
| Optic-Net | 0.75 | 0.76 | 0.75 | |
| Joint-attention Optic-Net | 0.73 | 0.81 | 0.77 |
Transfer learning with the full standard networks pretrained on ImageNet data.
Simplified version of standard networks training from scratch.