Table 7.
The results of ablation study on the Covid-CT dataset.
Methods | Acc | AUC | F1 |
---|---|---|---|
Res50 (m=1) | 0.65 | 0.67 | 0.70 |
Res50+ImageNet (=1) | 0.82 | 0.88 | 0.83 |
Res50+ImageNet (=2) | 0.80 | 0.88 | 0.83 |
Res50+ImageNet+CRE () | 0.82 | 0.89 | 0.83 |
Res50+ImageNet+CRE () | 0.80 | 0.89 | 0.82 |
Res50+ImageNet+CRE () | 0.80 | 0.88 | 0.83 |
Res34+ImageNet+CRE | 0.81 | 0.87 | 0.83 |
Res101+ImageNet+CRE | 0.78 | 0.86 | 0.80 |
Dense121+ImageNet+CRE | 0.84 | 0.88 | 0.85 |
Dense169+ImageNet+CRE | 0.79 | 0.88 | 0.80 |
Res50+CRE () | 0.67 | 0.78 | 0.72 |
Res50+ImageNet+CRE () | 0.84 | 0.90 | 0.86 |