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. 2021 May 6;118:108005. doi: 10.1016/j.patcog.2021.108005

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 (m=1) 0.82 0.88 0.83
Res50+ImageNet (m=2) 0.80 0.88 0.83
Res50+ImageNet+CRE (λ1=0.25) 0.82 0.89 0.83
Res50+ImageNet+CRE (λ1=0.50) 0.80 0.89 0.82
Res50+ImageNet+CRE (λ1=0.75) 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 (λ1*=0.37) 0.67 0.78 0.72
Res50+ImageNet+CRE (λ1*=0.38) 0.84 0.90 0.86