Table 9 Model performance comparison with and without TL by freezing/unfreezing the network layer. [Values in %].
Class | Layers | Sens | Spec | F1 | Pre | Avg. Acc |
---|---|---|---|---|---|---|
Normal | Unfreeze | 98.00 | 98.12 | 98.21 | 97.22 | 98.25 |
Freeze | 98.80 | 98.91 | 99.00 | 98.24 | 98.87 | |
Abnormal | Unfreeze | 98.48 | 98.12 | 98.11 | 98.02 | 98.25 |
Freeze | 98.97 | 99.20 | 98.91 | 98.60 | 98.87 |