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Classification result by difference in network models.
| Model | Pretraining method | Classification accuracy [%] | ||
|---|---|---|---|---|
| Benign | Malignant | Overall | ||
| Proposed method (AlexNet) |
None | 51.9 | 84.9 | 70.0 |
| ImageNet | 40.7 | 93.9 | 70.0 | |
| WGAN (60000) | 66.7 | 93.9 | 81.7 | |
|
| ||||
| GoogLeNet | None | 40.7 | 84.9 | 65.0 |
| ImageNet | 48.2 | 87.9 | 70.0 | |
| WGAN (60000) | 48.2 | 97.0 | 75.0 | |
|
| ||||
| VGG16 | None | 29.6 | 90.9 | 63.3 |
| ImageNet | 33.3 | 87.9 | 63.3 | |
| WGAN (60000) | 48.2 | 84.9 | 68.3 | |
